{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import bt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "\n",
    "A Simple Strategy Backtest\n",
    "~~~~~~~~~~~~~~~~~~~~~~~~~~\n",
    "\n",
    "Let's create a simple strategy. We will create a monthly rebalanced, long-only strategy where we place equal weights on each asset in our universe of assets.\n",
    "\n",
    "First, we will download some data. By default, :func:`bt.get (alias for ffn.get) <ffn.data.get>` downloads the Adjusted Close from Yahoo! Finance. We will download some data starting on January 1, 2010 for the purposes of this demo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  spy        agg\n",
      "Date                            \n",
      "2010-01-04  89.225410  74.942825\n",
      "2010-01-05  89.461586  75.283791\n",
      "2010-01-06  89.524574  75.240227\n",
      "2010-01-07  89.902473  75.153221\n",
      "2010-01-08  90.201691  75.196724\n"
     ]
    }
   ],
   "source": [
    "# fetch some data\n",
    "data = bt.get('spy,agg', start='2010-01-01')\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "\n",
    "Once we have our data, we will create our strategy. The :class:`Strategy <bt.core.Strategy>` object contains the strategy logic by combining various :class:`Algos <bt.core.Algo>`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# create the strategy\n",
    "s = bt.Strategy('s1', [bt.algos.RunMonthly(),\n",
    "                       bt.algos.SelectAll(),\n",
    "                       bt.algos.WeighEqually(),\n",
    "                       bt.algos.Rebalance()])"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "\n",
    "Finally, we will create a :class:`Backtest <bt.backtest.Backtest>`, which is the logical combination of a strategy with a data set.\n",
    "\n",
    "Once this is done, we can run the backtest and analyze the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# create a backtest and run it\n",
    "test = bt.Backtest(s, data)\n",
    "res = bt.run(test)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "\n",
    "Now we can analyze the results of our backtest. The :class:`Result <bt.backtest.Result>` object is a thin wrapper around `ffn.GroupStats <http://pmorissette.github.io/ffn/ffn.html#ffn.core.GroupStats>`__ that adds some helper methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 304,
       "width": 879
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# first let's see an equity curve\n",
    "res.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stat                 s1\n",
      "-------------------  ----------\n",
      "Start                2010-01-03\n",
      "End                  2022-07-01\n",
      "Risk-free rate       0.00%\n",
      "\n",
      "Total Return         150.73%\n",
      "Daily Sharpe         0.90\n",
      "Daily Sortino        1.35\n",
      "CAGR                 7.64%\n",
      "Max Drawdown         -18.42%\n",
      "Calmar Ratio         0.41\n",
      "\n",
      "MTD                  0.18%\n",
      "3m                   -10.33%\n",
      "6m                   -14.84%\n",
      "YTD                  -14.84%\n",
      "1Y                   -10.15%\n",
      "3Y (ann.)            5.12%\n",
      "5Y (ann.)            6.44%\n",
      "10Y (ann.)           7.36%\n",
      "Since Incep. (ann.)  7.64%\n",
      "\n",
      "Daily Sharpe         0.90\n",
      "Daily Sortino        1.35\n",
      "Daily Mean (ann.)    7.74%\n",
      "Daily Vol (ann.)     8.62%\n",
      "Daily Skew           -0.98\n",
      "Daily Kurt           16.56\n",
      "Best Day             4.77%\n",
      "Worst Day            -6.63%\n",
      "\n",
      "Monthly Sharpe       1.06\n",
      "Monthly Sortino      1.91\n",
      "Monthly Mean (ann.)  7.81%\n",
      "Monthly Vol (ann.)   7.36%\n",
      "Monthly Skew         -0.39\n",
      "Monthly Kurt         1.59\n",
      "Best Month           7.57%\n",
      "Worst Month          -6.44%\n",
      "\n",
      "Yearly Sharpe        0.81\n",
      "Yearly Sortino       1.75\n",
      "Yearly Mean          7.48%\n",
      "Yearly Vol           9.17%\n",
      "Yearly Skew          -1.34\n",
      "Yearly Kurt          2.28\n",
      "Best Year            19.64%\n",
      "Worst Year           -14.84%\n",
      "\n",
      "Avg. Drawdown        -0.84%\n",
      "Avg. Drawdown Days   13.23\n",
      "Avg. Up Month        1.70%\n",
      "Avg. Down Month      -1.80%\n",
      "Win Year %           83.33%\n",
      "Win 12m %            93.57%\n"
     ]
    }
   ],
   "source": [
    "# ok and what about some stats?\n",
    "res.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 894
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ok and how does the return distribution look like?\n",
    "res.plot_histogram()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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q4EMFA9adcYxVa5q5gs0Yb0v43NLxRojXnMcaDvPPOx/ipSkqUMXrnwTYxJuO2vLAhd4F8Xo1VYANUHuenvHTbuuss7x9WV5p9N96pPe6EEIIIaamH3gh+m91bNsF3BMhhBCva8b2kOnZaMlpkJQycZsE2MQ0qPbT6L/8HPpvv4Tq74zfwGaf+LcxwKbr06qSlIRcIV5bhvyjPNl8lOHAGH+t20dI5vTe0CTAJt7YjIMUIc5WwDflJipBf/7JPN18LO62dEcSV5e6oj/LGmxCCCHEDHiGpt5GCCHEG57SQ6juZtQZTm6qwe6JH9Jzwv+3OyZukwCbmAb9oR+EK9e8Q9BukWBrDKoZSta2tdfycMOhqZ9fAmxCvGYopbivbp/ptg6vXJu8kTmm3kSI1yelh0APXejdEG8QSimYzkXZNIJwRv0+r+XtX1h+LcOBidaRMmAWQgghZkAuYoUQ4k1PdbegP/EL6O9EW7AW7eZ/nPmT1B2M/lPLj3QYMa6XJWu8i+nwjU5+f/5E9xpju8gdnbWQmTvl0+tIdUxQD+GQJHvxGlAz2MXenibTbR3eIcrGkzTEG44E2MQb1ySBDhUMoDmcCe8XIo5vFKYT5JphBdthizUBV+SVUZaeQ83AROuIN3uATQX8qGNb0TJy0OatvtC7I4QQ4rVudPhVe+oWTz8ZjmRyktNetdcYp9pPow6/jLbwIrSqxa/66wkhxBuFqjuI/ujEemmqZt+M5wGUUqiWibVztIXrw/8wVrBNYxkBISajXXQTmjPJeMvEv6Y5DfBmni8I6To/O/4yNQOdvH32KsZCAU4OdLIwp5jryhfilKCbmAaldNT2R8E7jHbp7WipmWf8XPXDPXG39futk+vPFdXVCGlZaBlTB+TFuScBNvHG5Z+kksjnBUf2edkNNToC7adRA52g2dCWX4Fml6/e6850J+r6O1Ch4LT/xp2jExn26Y5kPrfsKsojWS02Q2uIN/OAGUDtexa1/REUYHvHF9AqZZJRCCGEtbi1Ss5hIOyV9lrurt2N02bnq6vfSuFZXHxPh/7Ub2CwC3VqH7aPfx/Nmfyqvp4Q4vxTg92o3U9D6RxsSy690LvzhmEMroUpGO6D3FnTf5KBLvAMhv+dnAoFFeF/S4tIcQ5pFQvNNxgq2DTDUhFLc0s42t9u+RzTWafttUh1NqDa6tAWX4KWnHpGz7Gnp5HjkfflvtMTbfncg500j/Tx0UUbsWmyQpKYnP7wT6DhSPiHtCy0jW87o+fxBPyWbV37fJ6z2LvJ6Qc2oV66B5JSsb37y2iFFa/aawlrcoQRbyj6ricI/eWbqIajMGTIGMgrgZyiiZ8TtOWb9usoxUttbh6sP0DXJIEXdWo/+i8/i/7Ij1Gb/4p66R7U0VfO6rXFhaHqjyS8T7vqvZCZF/5BD4HVosVEMmJiMhw7DZ+f981bR2VGXnTwZxwEvtnXYFPbH4n+W3/pryg9hP7k/xG66yuottoLt2NCCCFee8YnQ8edo8QmpRR31+4GIKCH2N55+pw8r+Vr6SH0gy/CYFf4Bv8oatPdqBm2ohavrtfrhKZ4bdFfvAd15GXUs39AdTdf6N15YxvqndHmqrVm4ofSeWjjgY83SIBNhYLo7t2o1lMXelfe3Gwx4xRDoq0tcp65qKiaf1p6lWkzY2XWazUhN6CHEp4r1ZgH/a//jXrpHvSHf3RG59RWzwB/cO9IeP/+3mYOWXQNEmKcUgr98OaJ4Bqgdj1+xs/3ZJP13KE34D/j55xKdL7SP4r+5K9etdcRiUmATbxhqL4O1LaHobMB/YlfmgaJWuk8SE6f2Hjs7DIHtrSf4q91+3iu5cSkJ3P98Z/H39jZeFavLS4MtfXBhPdpiy+BgvKJbbvi/8bKP4p+11fQf/lZVNPJ6O1dhgq2WWnmLHipYAuLG2j3tqJ2P4Vy74G+dvQ9T1+YHRPnhUxeCiFmbLDb/PM5CErVD/fwuR1/M93WNNJ/1s+biNrxGOrFv5hvO74d/aefRA3Ft50R51/tYDf/uvtR/mPv43S/ii1JxRtPz9gIOzpP4xmfbKs/HL1PuXdfoL16c1Cx54epGOcUyhZM3P4GWYNNHdyEevJX6Pf9N6q37ULvzhuWmioIG9vCUDNWsIWlRD5z6wurAZiVmkV1Rn50u9diQu7zLSf4zLb7+dHRFxmzaqXa0zrx/WmrDVeMztA39j815TbNr+J4TbwBtNSgXviz+bazqHisGbT+HIfUma2TqIIB9IMvopqOJ97IeF9fe7i9cU8rob98C/3p38Ql+otzTwJs4pxRo8PhstQLlHWnOgxZxP6xcPuHcQVlkGJoDzTVArMx2r2D/O7kdra01xLQQzzZdDR63+nhHkYCY9N/Mrt1/2dv0M+IZCW/dgUN2SbOZJhVFf53xUK05FS0grLo3eqZ38U9XB3aHK5sC/jQ//ZdVOMxAr1tdI2NRLcpSkkcYHtTBxksAuLGijbjwuMQXtz45EAHg/5Rhvxj/PnULh5tOPSmDlK+niilGAsGaPUM8OVdD/OJrffS6R2a+oHirAz5R3mpzc2m1pME9NCF3h0hzkrcBGrAf9bn0ZfaahiLmUSN/flcUT4vatcTCe/XX7wnvJ1/DH3XE+hHtrzuxgmvt/2NNeDz8rNjm+n3e+kaHeYrex83XR8IkUhQD/H9wy9wV81OvnXgKbq8MRW3M7xOFWbKP8V1+TQr2JRS4WPxwMT5RCuqnNggQQWbrhTt3kFCengidcg/yp9P7eKZ5mOvyeOeevn+iX/veMx0ny8U5JX2Wg72tsh11NkKTlG5Etsa0TC5P17BlhoJsH1owUV8dulVfHnFW7Dbpk7IDeohnm85wTPNx62DXK+SgB7i8aYj6ChODnTyO/f2uG30F/5kvmF4ZhWm+7qbprXdmQY2xBuHe6CTe2v3WgZbVWdD/AMKy+Nvmya/bh1QD53hcVR/8leoF/+C/rfvo07ts94ot9j8c08L+it/g8561Imd4WC2eFXJQlDinFGb7kbV7EUlp2L76HfRks6sf/IZi2kHpA69NPFDejZaclo0p0f5vIZlY6f2t9P7Odrfzu7uBvb3NDEUE1A73t/B+qJq8+snOniGzBOXnoCfRxoOsqWjFodm4x8XX87SvNIZ7J04LwrKoacFAO3iW9GWXgZtdVAezmTUZlWbcsbUQBeasS1pTNtI/cEfoGw2cpZdzEBSCgBJMS2sNKSCDYAZZpz99uR2DvQ249BszM8u4sRABwAladlx31Px2vJk0xE2t52KO8b+574n+MWld2KX3vnnjFKKPp+XXp+HxxoOc2poItPOYbNzRcn8C7h34lzzBPyMhQLkp6RPvfEbwWBshZcKJ1+d4doeAN2jI3G3eaeaMDtD6tDmyTdoDGepqn3PRidEtZwiiF3D5TVKP/giatvDaEs2Yrvyzgu9OzOmK53fnNzGaEyA9bHGw1xePI/MyLhOCCt1Qz30RZYr6PN5OfXs78k3biDVkGdMf/5PqCNb0NbdgO2yd1hvNM3rCvXcXahjW803phvWcHcYK9gmJlP/78QrHOptYXleGR9bdCm/PrEtOsaan13E3KzCab3+haBijml/rNnJvp5wACPF7uTOuWtYX1Qt4/EzMVlgq3IxWn7M/I8h0TZawRb5zDlsdhbnlgBgm8Z8we/dO6J/xz6fh/fOWzfDnT8zJwc68Bm+G4f7WhnwecmJrIurhvugz7yenBrun9E83a6u+mltJwG2N7ejfW389Njm8L/7W/nm2ltNyeyWHc7OsOtZz9iIaRkYo5l8DlUwgNpyf7iAxVBJrT/+C7Qb/gHb4otjntx8jNH//DXz/W+Wa8ALSM6M4pxRNXvD//CNQuvZr4mklGLIPzr9wMIk66pp6TnmBe5nuAabcSHZ8cl6I8s1OBJV8sVUBvyldjdbOsLvV1Dp/PTYZl5uO7890EeDfl5qc1OboJRZYKo81MpdaCnpaHOWo41Posxdad4+EoyLMl6QjT+lrnNDW0PilzS1iHzzDgqtWm6aGAKT/lCQA73h715Q6abv66Y296uyf68WFfChht887Syebj7GY41H4oJr41o9A+d3h97AdKX46bHN/NueR/n+4RdMwTWYfjaoeO3TleLRhkN8fuff+Lc9j/LxV+7hR0cStOl5I7Fqodh04qye0mph8tFX632c6qI+cpFsrDbQd575WhHnk9JD4daXPi9q//Oo2PXyXuOUUtx9ag+1Q9Zt5jyvUtBVvDHUD/fwgyObTLdtqDdXPqrG46/JSqfXOhXwoY68DCjUnqdRHfXmNo7jpnHcVsEA6ti2+DvSsib+bUyMjDznWDDAod7wNeDhvlY+ve0+0xjr1GvsWju2baFmeL+O97dHgzIQrti+q2YnTzUdO2/794aSaO0luwPb2z8ff7stvoItyxmfvGHqeGPRIlIpZfo7Hu1rY2tHLV/Y8SD31u6d7t6fEat5M++oB9XTGq4Q3f9C/INi51Am4Q8FOW7xGuOMgeDgeZpLCeohjve3MzRVJa1ISCnFkb5WvrzrYb686+Gzbu8ZUjr31u2J/twz5mFfd8z80lh8Eh0jA6gzqCh/ttncxjHXMA+dKMCmOhsI/fyfCP3gI+jbHgl/P3Y8ijr4oim4Ft3+md+afw4GJm+vmpIO2QUz+C3EmZAKNnFOqNis3rO8KAjoIX54ZBN1Qz1UZ+bzz8uvNS3gammyk1hhBZw+NPHz2OQBNlW7H3X6MNqqa+nPzJ1yf5tG+kw/q+E+9Hu/bb2xIcA2EhgzDXjG3VO3h5L0bBZkF8Xddy6NBQO80lHL3+oPAOEMqG+svZnC1MwpHvnmoQK+cEm1ce08i4s1ze5AW7AOVRM+eatgICb7yvo7kRG5IFuZH1+CblqDDUX36DAZzmRSHUkz/j1ez9RRiwtco8hEo64UvzqxNeFmr+Zkha4Ubd4BStKyz0lWp+psQP/b98HnRbvyTmyrrzv7nXwN84eCPNJwaNJtukdHqMzIO0979MZ2arCLY/3tCe9PStDKWJjpx7ahDr2EVr0U2yVvu9C7E2csFOB3J7dzuM/cEuTEQAePNB7izrlrL9CevfrixqWE18XVrvkAthVXzui5NrWe5Immo5bVaq9GBZs6fRi195kpNtLjz2mvl7FB7OTZcJ9lEtJr1VPNR9nWWRf9+S3li3iuZSJ4K1nyIpGQ0rn71DTWV/N5wxNq5Qum3nYaBv2jPNl0lKqMPDYWzz0nz/maFJOYoN/zLcvNYqu0rJ9rBMtrN+M1siHApkJBNKDXIhHDKOt8d/iZQmyrMWWz8VjDYZ5qPmYZrAF4oukIt1Qtm9nrKAV1B1C9bWhLL0M1HEVLz0arXmrarsM7xK9PbCUzKZkPL7jYNDH9updovFBQgaZZ1WxN3DYeYLPqxKJNsWZ7bNJHr8/DnyPHoc3tNVxb5nrV5n7aYhJonKEQhX/6T/RJxk5q33PoxXOwuaausjvS12Zqa1+dmc9VJQt4vvUEi3JKyE9J46914c/4eMvWV0O/z8tLbTVA+Hi7s6ueLGcK31p3K8l2mXKfiQdO7+eF1pOm27Z11nFnxplfs+zsrKcn5vxwbKCDdcbvk1Vimx4Kr2s2f03cXWrMA/4xtKz8uPuMCVgfmH8Rucmp/OToZgCCCT6H+rZHokUgatfjaKVzUXuenvT3UrqOFgnEm5ZPsZJTlOA4I84l+baLs6ZvewS1y5w1q8ZGZlTabfR08zHTRGvDcC/7e5q4qGj25A9MsH6Z7f1fRUtORRlLYiepYFPD/eiP/RwAvb+Dr1XMmXKfPUE/IaVj12zoR19BPXdX4uePZIqNBQN8YedDCbc73NvyqgXYlFI0DPfyaONhU2aRjuK37u3868rrX5XXhXDACkfS6+YAr3Y9gdods3CuwyIbEsyZjL3thB77OVruLLSNtycMANsjEzG3V6+Iu8/4HnVG1vdItTv51rpbyXAmT/93CAXRXkODO6UUavsjqN42bJe/Ey2nKJx101YLRVVohvUSVX8ntIYHrGg2bB/7HiSnof/kExNPmJKOPxTk9HAPR/sTL879arbZ/FPNTnZ01VOUmslnllx51hcq6vDLE4OsbQ+jVl6NNlWSwetYY0ySgpUeq8yyaRhfi09XihZPP5UZeVRkTJ048UYyPhGvaRpKqSmDmf7QzNZgU2MeCPjQMt88AVA15kE9/0fQQ6iOetTs5WglU48XztnrD/XA6Ej4mBn5u6q9z8DIANqGW9BSM3i4/lBccG3cK+21b+gAW6Jzrqo/DJEA297uRl5sq+HyknlsiBljjgYD/PnULuqHJ1q5GWloKBQ+PUhI17Hbzk1TEKUU+vN3xd1uu/NfUYM9qKd/E9nBEdTRV8z79DppS6hiu1yM9ANTjPFfI5RSPNZ4xHTb7dUrODnQQVMkw1rWsBSJ7O5qoCWmGt+Z4Hyr73ka+zkKsP36xNbohF+GM5nleWWvm+uwGZlupcF0xjgWk63aiqujk5kQrvaKXllEgnZTjVUTTa5eKOrkLtPPHcO9PNn8KqwleWof+hO/DL/mtofD/wfIL8X2jn9GiyRZPNJwiFbvAHjhX3Y/wnVlC3n77FVvjM+rP8HnMyVBENH4WUOR5UyxTDi3GRI7Y691vUE/L7ZO3sGlaaT/VQmwhXSdxhHzemrrezuwTSMxST35f+Bahz8U5MRAB1UZedG2kkYvt09U9lxXtoh3zFkFwIZZ4THF1o6J8caZrn2llOLRxsO81FbDwpxZ3FS51JTwua+7iT/U7Ig79w8FxjjW387qgoozet1YnoAfXelv6BbUzSP9ccE1gNrYdZUnMegf5X8PPU9OUiqzMwtYmDOLp5rjq26HY64TlNfQ0rF4NnSEW4+q+iNoMQE2NdSDftd/QNCP7bZ/QjN0sgrqITpGJ9aOX1tQSYPhe5AwCavBPLYcT9qflM8TTfpQ+5+fdFPtVS7cEGGvnRlX8bqkBrrjgmtAeNJnhnrGRtjU6uZFizZusdkvlvtiNZlid4Sr12DSFpGmycf6w9HbtdZT+EormY6RgI+s1tq44Jq28Xa0vFL0x8NBO/QQY6EAn93xwKTP5wtZL4x5tgb9o3xp18MJ728Y7qXf531VMsZUzV70Z34HeSXY3vNv5zToowI+VO0BtLxitFnV5+55Y4NrMK0A2/j3QkG44i3BZN94Rlp2Uvz7bbPo4jsaCvDVvU/wvQ13gH8Ute85GO5DW3oZWln8mkn6i/egDr6ItuY6bFe823q/XyUJJx3balG7ngjvX+1+tLU3hL93vW1QPAfbe/4VTbOFJxof+9nE4+Ysj16A2e74f+gP/RAAfzDAl3c+hC/BYrLjEmViTmY06OfJpmM0e/pItjl4++xVzDK2hyE8UNodaTPQFQmE3lSxlJuqlp5xNZsyDiQDPuhogNI3btbxKx3mCdePLtxIfko6h3pbeToyKB5MdGFqQSnF/p5mHqw/YJlNnOlM4f3z11tWjgLoWx9E1R1EW3UttuVXmO4L6CGO9LVSkJLxuqioU55B9Lu/AZ4BbDf/I10VCzg9PNE+LzsplbzkNG6qXMrPjr0MhM9n037+vg70P38VANuNH0Vb8AYO2hioAy+YKtJVT+tZB9hUMID++C/AO4jtxo+h5RVbb9ffif7H/wA9hHbDR9AWX4I69BLqlb+FN9A01BXvYnd3g+lxpWnZtHnD46mg0gnooam7A7xeJTpeRNb6CEXW0AKoG+pmdX6FaR3UZ1qOWXYYGJfmcEazwr1B/7QnPPQjW6CvHa1kDvrJ3dgWX4I2b9XEBmOeuDWFAbTSeWil8whFWiui9PjxyeulpVxMqxs1MnDGSXnn01gowE8jGcjj7pi9EptmM53rYydPdKXjCUz/MyLemJRS3FWzM/rzW8oXUZSSybMxn6mo5pMopeICC387fYBdXfXMySrgtqoVlE5R/TnoHzVl0//i+BYAluWV8rGFl8at//xqeamthm0ddVxZOp9Li+e9Oi8y2TjRMGEau04NRFpCHtyEllscniw1drvJLcb2ts9ATswEpfG9i1y3n5piIjikLlwAXg32oL/4F7SsArSr3oP+2y/FrUc3ONQLpVVxj81PTo+Op63aFFq+Xn8n+rO/D1codyVYOqO3DbXlAbQb/4GAHuJgr3m751tPsjCneNrr09cNdeMLBZmTVUCKVXvQGVBKMRQYI8uZckYBvuP97TxYf4DRYIBUh5Pru1qIr4PBlFhqul2zRa9cbQqyEpxDYtdg6/N56B4dQVeKHx19ccr9bPb0s6ZwevNdAAd7W6gd7OLqUhd5k6zptK+nCW9MO9Y5Iwnm9ArKw5+TxolAiAr4+FPdXvZ0N5KTlMrX194c9zc1Lh9wkUV1n/ncPL3vnq50nms5iUJxTamLo/3t0WvRg70tHOpt5QvLr2F+dhHdoyP8+mTi7jmj56jLQatngP868Aw6in9efu1reh3HRFQwEJ7rKaoIf7aDAbSYObWdCdbTm24SW0jXo/OcPWMj1A5183yrdXv44dglKQztFbWVV6Oe+V14v5vM7R4B1LZHohWp+uO/wP65X0fv6xgdiga685PTSXE4Yz6H0xyrT+ez4x2G1EyUdyhuGaI4b+B5pNcSCbCJszPUa3372AhK6aDr0wqijAb9/NeBZ/EErSf1ppUN6rd4bCg4MSAyLGyvDFlpd5/aHZ3cvaVyGTdarduRQGFKBt2RTLWRgI+MQy/Fb5SWbVq/i1AoepKeTKLfWVeKY/1tFKRkUJI2s5Y6jcN9/NfBKdoOEW55+WoE2MYz1+hqRB19BW3FVefkeZVS6A//GFrcKJsd253/hlZcbd5mZABGR9AKy1Gjw+GS7mzrwYnyDoWrMRLcP60KNuPz7XwMyqyzUO1KYddspFg81p5gMD8S9PGJrffyvYAi7WB44KwajmL76PcmysQDPtRL90Yz3NW+51CXvWPSKqh+n5dj/W281FZDUWom/+DamHBAM16x2eoZoM/nYWluqeni43BvK79zbyfTmUxBSgbDgTE+OH8DVZl5qNr95vfH2Aqr4zS01UHZ/HBZfO9ERZpt6WUT2xkucgfHRqYMrsGZVbA913LCNDAbCfr50gpzu8bu0ZG4CbUnm49ysLeFzy+/moxpXohCOBiiXro3bq0g1XQcbZKBUVAPMeQfm/RCx8r+niZOD/VwffniGU/+tXoGsGs2ig0BR6vJoKn85sRW9homsmelZrKmoBJN00wLBM8kwPZE01GeaDqS8P7hwBhPNx+zDLCpga7oxLV64U/oIwPYLrktev9vT27jYGR9jc8uvSq6yPhUfKEgA34vRSmZ5zUTV3/6txC5ANWf+CUHbv549L55WYV8MfJ5Nq4vlehcbEWd2B6dWNKf+CW2j373dVHJ5g8FqRnsIisphbK0nBlXIKnTh8039CVuuTnt59z9FESSfPQt92N/22cst9O3Phi9kFLP/A61cEN4Tavx59n/PB3rboi2L8x0JvPdi+5A0zT+Zdcj9PvDE4eD/lHyh3pRNfvQFm1Ayw9PYE3W9uR1I1Hb8Ej1aqd3yHRzi2eAOVkTaxOcHOhM+NRXlizgWH9bXIBN+bzgTE54nlVdTeGqRyYaj+m1+7H93bfRciPB1MH4Mah29fsM+58zkSQWM5GrOhumfQweX+M4MymF3V0NZDpTpj2BebZUR8y6xRZrjTaN9PFKey0Lc4qZn12UcGLxfNrU6o5bd+3ySKDAoU38zccrVLa0n+KxxsMMRxIWytNzmJWaxYr8sqm7ckwhqIfo9XmYlZo19cbigmsY7uXnkQSWcesLq2n3DpKb6FgV9IcTVtMmKktGAmPRMenB3ha6Rof56pqbLB8+fixo8VivXXOkr40nm45y++yVcfc1jfSRk5R2zr53noCP+0/vQ1eKP5/azZzMAkrTc87Jc5skWgIiPRvbxbehP/yj8M8x19iquxn9z18L/xuwveffUZ2Gid7cWWi5s+Kf1zFx7RYK+Hix9aTpmsFps1ORnmtKarqQFWxq+yNQfzh8/gkF4oJrAGkxwcdryxZyZckCcpNT+dS2+wAYDvjQlTItZWBFf/GecHeSqfbrxA7UDR/h5ECHZSrkT49txpU9i88uu2rSxMXnWk7wYGTZi+rMfL684jpTdddMNAz38p2Dz0Z/XldYxR3VK6d1naWUot/v5Y81OxkYv3bxwWh3giBjcoLnNLy/GorMBNeTxr/DU81HafMOzuiaN9ExwkqbZ5BfHX8lvHTF2AhZzhQ6R4e5Y/ZKqjPDY8aesRG2d57myab4SsiSBOvLagXlaBtuRr/rK9Hbhnpa2RNJYB3wj+Ie6GSF4botqIcYiVyvaGiUWa13fwaBjVc66ni44SAQPs6mxgT1FIqjfW04bDb+++Bzkz7XwAyuXY36fB5eaquhOiOfRbnFfGP/RELVA6f38y+vYrepM6UrnQM9LQz4vVxUVG2a/1DeYfS7vw4j/WhLNqJ0HeXejbbxDmzrbohu504w9p5uoNI9mHjsDuZEQ2OATQV8E8dDzYY2Z+XEschY2Ta+fa+hO0jM+cRYGFIWOc9NloSViOqexlqE40UtMcdZ7er3ma4LAbT8smm9rjg75yzA5nK5rgX+DVgBOIF9wP+43e6pZ/PDj68AEqeKwja3233pWe+oOLfG4g84AKrpRLjFmWbD9q4voeUlnoDsGRvhTzW7Jp3Qswo2hXSdmsEuStOzyU5KhdgshBhaSnr0QNk31EOKf4yAHjJVTjzedISlgwNMt5A7NzktGmAb9gxS3BA/kNDSMsEw2aKHArzQYi59Nh7sxxl/Z2/Qz8mBTkYCY+zpbqRmsAsNjQ8v2IA36KdmsIuawS6uLXNxY8WShJMrf6vfH3ebTdP45OLLOdjbwtaO8JoS/ZO00Eyk3+fl/rp9eEN+/t51SfhvMplEmWwzpE7tR3/5PhgPjOoh9JfuwXbnv4SzY04fQt/5+ETW4vw10HA0HEC78aPYFm2YeK62WvS/fif6s3bZO6xfNFFG3GTB5PE2hzEcSifDmWz5N5tqkmygxU00DOoZ5N59T/KWZVdRkJKB2v1kXPso/GPR9cpi9Y55+Nq+J/BHPnctngF25tbHrdVwvL+dxxoPUz9sDq5fW7aQd85ZDYQnLn/n3sZYKMhYKBD9jvzXwWf4/oY7SJsi4KQ6GyE9B7X1QfMdsw39/g3fKfsM1ztReii8tlmkpF4/uQuaTqAtvgQtph2PO2Yx8rqhbj7+yj1cXjyPO2avItXhpMNrnY3X6h3glY46bqxYMv19O/CCZUsA1XgcNtxi+ZiAHuKre5+g1+dhblYhX1x+7ZSfndFggJ8d2xydLKwb6uFLK66b1sTsqcEuvnd4YlHqNQWVFKVmRhMHlueV8aklVyR6uEnTSJ8puAbwoQUbovuR7Zw4jgxOc7FoXSnLSuhYnkRVWv3mwbk6vBn94lvZ2lEXmSyd2I8t7bXTCrCNBHx85+Az9Ix5uKbUxbvmWuWwzlzP2AgNw70szyuzzELXtz0c7h1v0HR8K+SHJ/ONk7MZjom2syMB37Qn6lWHeZFodWAT2uXvnNHvcT75QkH+WreX7Z3mSf6fXvKuaWfyq9ER87qcgDq6BbX2enpsdp5oOkxFRh7Xli2c0b6pnY9N/GBcN5Zwq1/1wp9QnkFojwlQWFQ8PW9YE6oyI2/iO5WUEg2wDXkGyX3wB+F2g+492D/ynXCb7D/+R7gSwGZHu/g2tFVXo1mc00eDfo72t3NyoIOLi+YwL1FSyoVgOF7YbvlkuDIQIBige3SYuphkqi0dtczOzEfTNOqGumkYjk8gc9rsXFPm4trShdQbJky9QT+q4Sj6oz+FlAxs7/sPtIycuMer2LXHIvQtf8N+26fDP8S2y80vRVs4MU4hI8eUeGIy2A3tdVCauDokpHQerj/EC63h7Ozi1KxoK5vPL7sGV47FJPK5FjvBZpjk7fQO8YvjW6L7tCUyRi9ISeerq286b9U2Vo4ZWlDbNRvfvej26Jq4DkOA3hcKcv/pfWyKacvV4hmgxTPAgd5mFuUUn9FaTFvaa3mm+ZipMrsgJZ13zlmTsCJbnDutngFODHSwrrBq6uscg/tP72co5jq1IiOX7rERcmITRDUtWo2qdj6GypmFtnQjBPz0x4x327yDDHoGyHj+T+DzYrvyTigo5/6GQ2zvPE1Raka0damV51pOcGXpAnKT0xgLBvi9ezuHDG2FP77osrNub9bqGWB3d4Npwv/r+5/i9uoV3DDJ+Hh3VwOD/lGuLF0w7UprlWAy2/aefwOPIakiFCSoh3BEnlff8Zhpe3Vsm6lqQYutXBtnuB483N3IAx5zAP57G+4gxe7kofqDPNsSfr6gxTWLJ+BnX08TW9pPcVXpAi4qqsY+5gVnEtoMlgSYijqxY+LfsdeIEWnBcMLUe+eu44pSc2eUVLuT0VAAhcIb9E2dQNg4g1aTnoFo8hqEq+SM3xn3YCdf2PEgn19+jWX3iDbPQNwSI80jA1QlSPjq93lJtjtIs1i79KmmozzaaE6i2tPdiIbGRxZeMuWvcnft7uicilFKou5EiVpEGiblbUqRmeCzYAywxbagnY7pJDDqSnG4t4Vfnpj43Bj/XvfV7ePLK9/Csy3Hebj+kKlrTIrdQUlaNi0DXVRYBCsAKKwIzxcWlEfXaT3WYx5n//rEVv591Y00jPSyKj2XUcMxJSspxTKYagpsTDO4fdgQPLEaC0I4APar4+bKNVf2LBZkF/G4IcGzL6aLylgwwN6eRmZnFlCcmsXu7gYebzxCUOl8dulV0YDM3ad2J1wrO3YO5rXg2ZbjPFR/MPrziYEOPr3kyujP6uCm6FhPHds2cfsrD0AkwNbhHaLZEOz9/LJr+MGRTYBFtVkCrVN8/pfllRkCbIZrXWPCWlYBJBuObUG/6ZpYhYJxRSY7Ok+zNLeUzKQU0/epIDLvdiafw2klbkYCbMrQGUJbewNa1ZL4ZIW0jOm9rjgr5+QqxeVyfRj4A+ADXgTswFXA0y6X6+Nut/vXkzx83Hh/lMOAVdr51LNl4rwz9aq1O6JZ7MbJH3ViB9rGOywf7wn4+O+Dz8UdNK8rW0hJWjZ/OhXuCz4+6d85OsSmVjcV6bk0e/p5uf0UTpud981dy3qLrF8TQ0XW8HAfD7i3cUPl8rjNWof7zAE2pUwZREbGdbD8g93WpbkZOaaJnvaRPoJqIoPgi8uvpTw9l309TfT7vNGTciAyAD850MEPj8SX9ysUf6jZYbrt0cbDDPhHub16Jcl2O71jHgpSMtA0jSH/GKdiggU3Vy7j4lmzKUjJoHF4YlJnugE2pRRH+9vY0VlvaqX0aMMhPrhgAwE9RNNIH9UZ+fHVAVMsAq18o6h9z6IVVpj6Hiulw3AfZObD6UMTrTeN2utQhzZDxUL0R35ivs+wmLN6+jeo+WvQHM5wL2VDcA2YaLcVK2EF28xbUaQHg6aJbaOpMgMDMRn4Q221/CEphS+uuA6168n4B/hHEwbY9vU0Rb9n4x44vZ8Ns2ZjQ6N2qJskm4NfndjKmEVrlZebj3GH5kArmctvI8E1K1/e9Qg/8Uzx+WqvQ998r+km7caPmqsCDJNsdj0+I+1zS6+Oa4sxEvChfKPhdnlDPWjX/z1aUQXqqfApSp0+FK6+sTs42NPMi2011A1Zt3rZ0lFLv9/LTZVLeTCS5QbhDMfxbDsIryWwOr8irq1kIqrHer0kWk+h+jsmqhwMDvQ0Ryfb6oa6OdbfPmUlwgutJ0yZ+KeHe6gZ7JpycrV2sJvvH95kui22jdrhvlY6vIMUT6PC9plmc/Dnc0uvNrW9ME5gDQamlwV4rL8tWrkzrjIjj08uvhxv0B/NAoz9vKvetnCVbezktXeI/U3H+UtT/LplB3qb2d3VEF10XCkdvMPRVqYQvij/7cmJi4lNbW7WF1VHMz3Dj1M81HCQbR11eIJ+ClIyuKp0QcIAzYDPy5NNR6OTz+sKq/iHhRvNv8/IQLQVq1GGoV3LQsPfO8nuwGmzE9BDBJXO3+oPUJiSwfqiatIcSZYtX5Wux02gqGbrVhyvFffW7mGHRQuSY/3trJruRGLzSYi9dPGNog6+xMN5BezraWJnVwPzsgpNf2cIBziaR/rJiFT3jtNP7GQy6tg200Wpkf6Xb8TdZvwdjWsOZienRYM4ev2RiezHwS5UzZ5w8HD84lAPobY9FG5FefGteAI+0iPjnhdaT/LA6YmknZ2d9Xxz3S3kJcrEPkNK6aDUzNegNAbkDcdfr8/DV/bGtzbf0XmasrRsritfxK9PWLf7ubrUxe3VK8NPaZiU84b86LueCI+BPQOozfei3fyP8U+QqLqi7iDKNxpeL9gQfNIWXYx2w9+jGS7MtfScSZsdqxO70CwCbLrSaR4ZYFd3vSnwY1wn4ommI69agE0FA6jDmy1bZqvIpMtYKMBX9z1h+fv1jHm4//R+3j9//auyf9PRabjm+fqam6PfBTAH2P5YszOaVW9FV4qmkX6W5s0swNbmGeSe2t1x70/PmIffn9zOdzfcQXJMAFIFfOFjx6l9aHOWY1vz2st6f73whYL88MiLDAfGONHfzj8tnV4Xjn6fN24s+ZbyRQA4bTZyDQE2bc1bwmsPRxIs1HiXisiYOHnZZZBiDgi88sJd3Hg6fO2o/+WbhLILeGXuUgJ2+6TBNQivvd3qGWBXVz0PW6zNek/tHpbnlUYDUeOmk4Az3qo7Ufu0xxuPJAywHe9v53fu7UD4XPM/F90+6WtFWV2/OpIgI88U2B8cHeYr2x9gdmY+n1t2NbZ6czBFuXeZ1nPT1rzF+vUM37flx3bAumuiP8/LKoy2s3MYjuHGCrZh/xgvtJ7kmZaJsfCfTu0ire4gy3c/E668e+9XLBM2JtPi6ad7dISxUIB27xCXzJrDrMkCdfPXRK+P0yNjRGNF97jMpBRGR8P3DwemEWCbgSNb/8bW9Inxwz8s3MjdtbvpMnSyGA0F+Pmxl/mv9bdhjywl0Dk6zO7uBstqqaaRPssA2+HeVn5+/GUcmo0PLdgQHcOPPyY2uDZud3fDpAE21XCU0Z1PEEpyQGH8dVhKorX/plXBRsL3W5tmk+XKjFzLY8J0qir3dDfwe/eOhPefHu6h3+flkZjgGsD15UtoGO5htmcQu1UVWUo62njCs6Fq9lRPCzgM1eFK5+v7n6TcO8z6Y7tJAlwLVuHOziM7QbWt8brFKrhtpT1B4qzR7m5z8M+mabx33jqK07KoyMiNtuKdc3wnod3PYtt4B22F5dFr0GS7gyW5JezvmUg4//HRl/jU4it4uf1UwuAahD8LutLR2upQDcfQll6Klh3/fT0bqq0Ogj6oWBR3rFdKsbOrnl1dDVRn5jMns8AUXAM4HZPEppomvzYM6Xo0mAaQk5TK/Oyi6HrH3mDAlBQx6B/FHwoR0IPs6m5gTmYBK/LLo50lElmQXcSLbW4CeoiAHsIXCpJsd5jXBs4tCo+7jXPbwQA4w+detePRuESxfbsfZ3vVEr6w/FpTYkBmJFHYbpt4D60q2FSiwPMU1OgwGuE5jHFayRzT9yjqVVhnUcQ76wCby+UqBf4PGAQudbvdRyO3rwNeAH7scrmedLvdCWYNo8YDbP/rdrv/MumW4rXDMOihqDI+q5rwAbVz9RBPNB7FPdjJ0twSPrhgA6cGu/jViVeirVPG/Z3rYjYUzTZNUo9Xc/21di/HBzpM2wf0EE8ceYn1VhkLxjWpDAG2Ku8wf//CvXhmbUcrn4MynDhUzEWxXSlCmsZlxfOi1W5pjiQ+MH+9qYWQbzTmwJiSEX79oipT2a7PcCF1Rcl85kUWnNxYPJejfRMHx/EDv1VwbTIvt58yLfh6Zcl83jNvHbu7G6LDnSSbnR9f8i5TAMfYErLPcIESUjptnkHyktM41t/OptaTVGXm8565a3m88YjlQsg7Out5//yL+N6h52kY6WNNQSUfjRmQqpYalAoPwXrHRshLSTdld+jP/QFO7Qu36njnF9EqFoZbQT7yE6g/Er4YiGk1aHr+LQ+gprOI7omdaMsuQx1PPGiMlXCib4aVVADpQb8pUGtkm2LAnB7T17xsdIQnEgSEAPAlzv45GfO9gvCFzIP1B8hOSo0bOMX6xKnDsG8zvqJKmirnJQxKO4J+VM3eSX8z5d5tvmH+GlOlIWCqYHPEvO9rCypZlFvMktwS0wB1JOhDv+dbEAk0qxf+BFe8a+KB3iEYGcCtQqYMvUSO9LVxpM8cjFmQPYtV+RWmCYUH6vebsriiv6d3GPXyX1FNJ9Hmrw5/foyVjhULYagvsr8K/Z5voS2/Em3VtaaL7djMw8caD08aYOv3eS0XEG4Y7rWcXNW3P4JqqcF2+TvZPNA2rbXs6od74wJsanQkfBEV+Wxsaa81BedurFjCopgAoinANo0My4M9zaa/3cZZc7iq1EVpWjZ2m40k28Swx28IAuuvPIjaY7HeYkRnS+ILg9+5t2PXbKzOL0f/639BRz3aiitpWv9W/lizM646GcJByOrMfDwBH3+o2cHRvnbT+9ozNsIDp/ezPK+MopgBcUjX+cnRzeFF4CP2dDfGBdisWv8AFEQmjdYWVLKu0LzORoYzOZpgMf4ZOdzXyvrCau6u3c3crAI+tfgKArpOm3eAOfteIE53Szi7LxiApDNbt2L8b6Oj+GvtXk4NdaEU3Fa9fNqt1dSYB4J+NENwaSTgY2dXg+X2DSO90w6wmYKIaVnhYwfAQAf79Inz5/bO06YAW4d3kB8dfSn6Hq/Kr+ATi8Otb+OCZzmzUEoxFgqSYneEuwIkEpNsAeDQdYKRiYWrS10TT2v4TukxF8D6E/+HtmBd/O+741F+n1fArsh7Z1yLZVxQ6RzvbzetreMJ+KkZ7GRhTjGpiRJTjK+vdPyhECmRbZV/DP3eb8NQL7bbPk13YQWvdNTiCfi5tWqZ5YL3EFnnYfz8r9lMiSVDsWM1gwO9zVydPYsx77Cp9ReEJ0ivLJkYU5oCbAG/aV0xVbMX5Rk0BdohXN1pTUHzSfSaPaiThvNfaoYpuAaEk7ZiaKuviy5urmp2o656T7Rd9Ljfu3eYxtVWxoIBVH9HuI2mzZ6wxbvqboGkZAgGwu2+566Kq/42ba9UOAicqPIu0iLyG/uemvTsYjVOOV9CSo922tCAvJiKA2OLyMmCa+OO9LUlPE9v66jj5EAH11cspjx94vh1rL8t4fvj04N0jw2bttcPbEK9dE/0Z9V8EjVvdeL255NQAV94XdJZ1dat8s7SZO3mVFdjOGku4EdzrQuvjzUNjcN9PNJ4CFf2LG6oWGy6zx8KcqSvjRSHg3tr92LXbLx77ppJK9JPDnREE0KPWkx+Dvi81A31MDerIHps0pXOv+x+xLTd4pzi6DHZodnNLSIz89CCwYR/5/wjr5iCOADzO81JTvbBHhYN9XE41/x3XpVfQWl6dlwg4khfK5sN141Gw4ExfnNyGzdWLKEyI4/NbTVsanMz5B/ltuoVXFPqspx8/Z17+5THm6DSE/7dHzMEOAb8o9QOdkWvlyF8jdzuHaQ8PcdcteKLGScmp6KtvxnNZkMZkiC9Pi8hpVM71M2RvlZWpGWFkzetnicta5K21xP7bgNTUu4Cw/46TJP84TmNQ70t/PrE1vhJf6VYtisyHh3pRx3ajLbxbeH14k8fQn/yVzCrGtttn0azSJrs9A7xzf1Pm2470NvM13MStwfT5iwPr4mtFCl6iFRslmv7ZTqTowGvYf8Ys1Iz2dXVQFDXWZZXSk5yGk0jfWzvPM28pNTo5N50VNbsg1WXA1CUmsm87EK+tvomPrntr9FtHLpOwDvEaHsdaUN9/DbgYd8k5wVvyE/vmIeAHuJ37u2MBv3MyyqMJiAFlc7v3NtZnldGisMZ1xYSiE7wWwnpOpqmRT/D+tO/JXl0mA8AR3PyGY5c3//7qhv49oFnElewJWrFavjcaJGWzpabTWOc/fll17C1o9YywNbmHeTp5mPMSs1kc+tJrtA1Vi+8GC01g4bhXmyaZvpOJvJy+yl0w3tlQ+OmyqXcULGY357cxrIB85jT9q4vo4Z60ErmTFzXGsZW/Z5ByI7/7r2zqSb6zftszQH+3+orElYUO6bZmi+k6zzXeoLG4T7Ltbsnc335Yu4wtNodTzQr8Y6woS78vgWf+jXfj3y+IZywYQyuQfg69wdHNlkmMhspoH+4n5yHfwz+UVTbKezv/OKM9nnS528+if7AdwHQ3voxtIUXTdynFA83HIpW5J5I8P3zGT7rqmbvpK1ildLpHB02XeffPnslNk0j05kcDVgNB3zkJqfRPNLPtw48Hfc831x7y5RriOclp5HlTIn+jYf9YzifvwvqDka3ibZSdCRFA2wdQ90c9g6yJruI3H3xbUH/8dRhvpqSzshQr2lue7zqdLJWpUop9PvMSf7TNp4kOf5/CI/h444VGqRKBdv5cC4q2D4NJAPfGQ+uAbjd7j0ul+t/gG8DHwO+OsXzjJ+D9026lXhtMXyZtbwSlEWAjfbT/OTQC/REDo7bOk+zprCSX5/YGlfl8r5569kQmTwztoPY19PEt/Y/bSobNjIFGlIywgMSXcd27Qcnbk82n3idSpHT0cDtSuehyolJk6SgeZ+cuk7IZuOmyqXcWrWMVEdSdN+MZcgB46RN5WLs7/hC9EeVoJ1dbGa78XcO6iEaE5SA5ySlTrun8+b2U8zPLjJlmt9StTxuMGbMOh+f/Hu5/RSPG9aPGNcw0sfFs2ZbBtcgPCl6vL+dhkiW/L6eJhbUpXKZcSPvEKqriZ92n+Z4fzvFqVl8ZfWNODRbOMBirDQ7uhWtYmF4wrg+UuB6KsGhIr80PIkzzV7Ng6f2kr300ikza6blDBayzQgGyLBoTwFM2Tc+LsDmjZSJ9yW42LD4zISUTkAPmaqZku2O6MAotsWRkUOzEVQ6Dl1n0VD4b53U1UThrDK6E7S72NDTjmY1+DG0hIhlu+b98Tfajd+p8EAl1e7kwws2sDIySf6JRZdRN9QTrWRTug79hvcm6I+utTXOO9TNDxoOmF9Ks3Hn3LXcW7vHdOFgZUV+WVyf8CN9bTzTfIyleaWUp+fS4R1iR+dprt2/ibTG8AB1PEvZ9Hvf9Ano70C/77/DN/hGw+vSDfWg3fQJdKV4uvkojzWai74bR/p4sP4AfWMeVhdUmhaubhzu4xfHX4479qYHAyT1tKLKzZlqqqMetTNc7RHc9BeOz5ley7uG4T7WF1bzx1M7OTXYxWdHPBQefBEqF2N7++dRKP5SOzGRXJWRx61Vy+KeJ83hxKHZKPYMcm17E76ccpIXh4P1KhQMVxLZnZCRjZZbzEOGakKAK0sXmKp3kgyfG78eQg33ow69NGlwDWC4rRaKw+/jktwSPrRgQ3QRZYBfn9zKT2avxRFpRasObeah5CTaEiyoPd6e8sH6A3FBWqPTwz1xAbYtHbWm4Fr09wkFSbI7woGl5NT4NmwRhZGJo2vLF8ZNjGU4kuMqmI/1t0cD1ScHOvmn7feHtw34+d+DFoFoPRSuBDx9GHIKsd34UbTi6QXFfKEgz7ec4MU2N75QkLL0HBoNLfN+797B7907uLVqOTdVLk34PGqgG/1P/wmhALY7Po9WtTjyu5gDxJcWz4228YmddOjzeagd7GZ5fhnJvtHw2ELT8OshHIYWx9qii1H7whMyyr0H1l4dnWAzXszXDnbx3cPmgOSB3maebTlOhiOZi1rcpsSDgM/DZ7eGqxZS7U6+7h9lJpdG2QEfvcmpZDlTyDJkPY9n+dqUTvGp+CQVqxa1QDS4BiScfGg1tKocCwb4n0PPRtdRnKr9YJ/Pw/cOvcDImIevd7WRNeZBK5sfDcrof/s+/2GYWA6pEH/nSpBJPma40EzNMFWdOyfJ1F5+bAdsuo9v2B18c9kGhp3JfHLx5eQmp5HpTDElIpkr2ALh75xhUlZ/8S/Yb/kkQHhttMNboskdVvTHfhZ/o1XFueF4Nk5zrQ8HaH3ecLvPp38Lq69FK5mDrnRaPANTTnY7QyH+ZfPf0Df/Lfo6tvf9B0POJByanfRI5q5+eDPqhT+bHqsikw3aRbdg2/i2uOdWB15IHFwDGOknpOumz5VDs7GqoIKLiqr5WWTtqp6xkehxbjqUUoSnorSzXvfSM9hNWsCPx5lEuiM5bh0gR4I1HD8wfz0bZ80lqHRO9Hfw8+Ph32VfTyPvnrs6bpzXMzbCn0/tDq/x0t/Ov668nqLUTJRSpnZcADdULDZVgY/FjAnHg65G+u/+Bds//QIcSajn/oCqOwg5s9Cql6AtuzxhIEG98OfwOkkpGdg+/K1w+/uzpJSixTPAod6WaPeODy/YELkOVOFJOc8g6pUHw+tFAerkTsgtRpu3Gm35FXFZ+80j/bzUVkNVZh5PNB5hKDDG8f52luaVmIKPD5zeH60AH/fjoy/xlvJFvH22dVggUYBXV+HxTGxLuHWFVQzFVGvGtoh22mzkGMbEWkZueKw6mZjOKn1JKYTznCeUeYfjAmwfXbQRGxqLcop5oulINEk0thIj1sHelrjPHoTfwwdO7+edc1ZzTakLUGiajVODXQmPN++bt46/1E6cY55pPkZBSgbrCqui39GTAx1xLdCO9LdFA2xKKX5y9CVqBruYlZrJjRVLuKhodvi61lh1tvF2tPU3TXz3TYl5E+OAds8gKyySVKImq9KKGe87dZ28jFwuL5nHpYYW+8YqmpCuE9RD0QqXWNkBn2ksoI5tRV1yW/j7Op6I01qD/vwfo+eYDu8QjzYe4mBvi+XaW0PD/agtjyT8NbTyhYSSUnFExn/zUzIs1zozrgE2HPDxcMMhnoskoCXbHbytagX3nQ5fnzeMDM4owJYWCuLUQwRsdj69+Irw62twVekCXmqrISkU4t+P7QqPYQ9sQQHlxVXsq0jcEvmh+oNxCaLdxvFBRItnAJ8e4CdHN0dv04B/Xn4tszMLokE+DQ1d6dg0G6eHevjx0ZdIsTt4R/VKVh/dZko8r/IMczQnmY+4LqEyI4/spFSSE1WwJQicjekhxlNwbUyvRaSVuVmFuHJmcbDXHNBZ3t/Nza2n2Z9XxCOR295ff5yVPe0ED7zI4Rs/wq9rd8c9XyLjSwUALMop5nPLro7+bNdsLB2c+F7bbvkUWvkCNGKSc5wTY6ukSIJ9msOJ13B+q/CYE6UWDPWTXebCij1B9WjP2AgvtdWwMGcWczIL+dq+J+La+GpopDmS8AR9FKZk8NbKpfyxJr7bREXMepKzUjOxoTHfsL6sbcwzZXUVMGVwbdxQWy054/M6zSfDlc9Z+QkTo4DwWpPbH0Erd3GkejEdo0PkJqXhypllClDqz/wu+m//lgd4PjWNdYVVpDmcfP/wJlPng0SCSicYCmJz70E989tJt32qbj8HDPNQc7MKo/PBWUkTrWIH/aMMB8b4wWHrZLU9rTW80n4qen68smR+XPJIVlIqmc5k7ANd3NnoJm9P/HNpKyOfW0dStCr6D8e2oHsHSR8Z5uIEgfKvH9kBR3awrGoRO4rCCVTjQfFEa7AppfPoyR3cErM8xXSpbQ/x285abh3oJDqrnJIebi1sqEymctHMO4GIM3IuAmzjqxI+YnHfI4QDbDcyvQDbCGC9UJF4zRj0j3JyoIM5mYXkG4NKFq3LxmX0d9KTMZEJZRzAQHii4ptrbzFV8iTFHAQSBdcgPCiLKqrAdvvnAMwnmQSZztd2NpkCbMkxbcOcKsQYDlLsjuhaC+OMA82AcTIzJphnbCFhMwx8qzOsA2zpAT9a00m+399hyl4ad0vVMv58yjzgsaElnPz/zUlzZrwxq26cceLo1FAXOzpPc0+t9UQbMOWirj89tjn676yAj1mGLNpx6i/f4OSaq8Bmo2N0iJMDHSypP4Z6+T7zdt4h6oa66Tqxg8maA2mLL4HqpdGWf9PR293EvsbDXNlWO60GC9pk7XWC0xsUaVfeidocHqw7lCInQSBtsgFzlt9HasxntcozxJreTvS7/t3yMU29reQWVkQXLbdqP5ruSOZ7G+7gR0denHSh2HfMXsXVZS6+uf9pfP3mSYdKzxDdKWlsKKrmQE8LSXYHw4ExHHqIazoMmbZVS7Bd8rZwRn5GLvojP54IoEZol96BZtVe0VCJNB60vqFicTS4BuGWd4tyi8lNTqPf5+XKTot1/4wZq8BzNbsgaeJ7flPlUi4qrGZWWhZFqRnRyaAai4nSFXllZCeFJ7TTHcmmdSUfbjjEC3X7+dfBfhrGPGwqLufWxuNxz2GSkg6lc8MTxIZkBuXeg3rrxzjQ0xIXXIv+HpEL3oO9LbhyZuEJ+hgNBvj+4RdMrRHTHUkw5uHfj+4iJ+BDjXrRLrkNXSk2tZ6kcNdTjIe9bJ31BMsqwe4gPzmdb627haeajpl6zY8rPbKFwV1P0ZFXxLwxD4X1kd+16Th1p/bw3U7zxNZnll5lGVDWNI3spFTuPLaLOZ4h1DO/Z9ThRMsuomnLfcxtnggAh971JVMrmUuL51KRbp6Mdmi2aDbqda116Lv/2fL9i1UWef/zk9P51OIrsNtsXFe2kOcjVV4r+7pw7Pkf02P0wR7Iip8Mh3BV2M6ttYxNseB280g/F2UWol68J9yyCOiqWghF8ZnI/X4vhSd2hY8ts2ajrZq4sCW7KDq5XzAWviArSomfILVa7zSRS3ommTAfzwTs70S/51vYbv8camQAbd5K1JEtqJO7w2stVC6isXIh/31kU7jFRczTNMauRxXxWONhUu1OripdgKZpKJ83vM5m2QKwO9Bf/mt04kt/8PtoN32c+rwSU3ubWyqXsb6oOjop2jjcF217FdBDfP/wJnrGRrhxaICba8KZ3YfnLOeB9Az+s7OB8ZCNVjoXZcj3WDDcT01WeJK6ZaSfv9btZX9Pc8IKzIfqD1I86mFD7Hs/5olOpI4G/dYVienZluuvAeT4wwG2D8y/yBRcyE4Kn+tvaTlNeoLHxvI4rZNAYo0HSNwDnaZWLwA/OLKJlfnlXF3qYjTopyQ9m5fbTlGYmkGfzxs9Zq3u7yQrkvCiusyVGTZdR4+MiYoOvEjghXsZXnY52Ze+3dy+1JjJmZJuat/sSDB57dRDXBc5P2WEgiwd6GV4wRpWJFjXyliRNzbmia+ciCSdKKXQH//lxDqxM2GRbWrZIjIjBwyT9Mq9C+XehV65mGeTk3g8O880IZ9ks/O+eetp9w5G2wNfHXt+HOmnZd+z/JcthK4UpWnZrM4v460xwTUjtetxfAdeYNO172P2rNksyMjDNuZBbXs44WMACPoZ3v4wzlCIQCQJ4tvrbo1WAc1KzaJzdAgFPN96kgXZRTSO9HFqsIuy9BzeUrYIvx4i07CerVI6+kM/nmhhm1uM7d1fRkvLClfpBfyQU4QWGQ8ppaCrKbxOSFIK2uXvQrM7UEpHHdtO2nN38W1N438Xr0MVxFd2WE1GrymojFZ0OjU7S/NKo+sKDQd8nBzoxJUzy/TYxuG+aBKAN+jnF8de5ssr38KuroZoIpQGfGvdrRSkZNA80h9NgAj2d6CCQbT80nCQJmaNkOjfafdTaHNWTEzWd5xGdZxmbP8L/M+GG1hVUMFtVcvNyTbjazeNjaD2PnNW62wG9RCPNx2JaxENcFfNTl5uP8UX0/LgyV9ZP0F/B2rPU6hDL0HuLNA0mi57Bz9tORqdwNzWaQ52PXj6AJcWz6NjdIgMR3JccG3c7q6GuACbN+ineaSfF9vMUxQBPcRoMMAf3NvjuqsAlkGmW2ISiRw2u3kNtowctLL54eBo0G+ZKJOk6/jtdj44/yL+dGoXusW1wpLBXp4umxP92ZU98Tmbn11EcWoW9b2tXNrdSktaJu7IOeuO2SvZUDQbT8DP1/dbtJq38ETNLi559o8k+0ax3fE5nuqKT7ZNsTv45OIrcOXM4ommo9Hz4XgrvlbPALdVr2BrR60pADfObegY0zE6FB2Dd44Oc1fNTu6q2cm/rryeSmOCUFKqObBuuBYfPw/MGR7ghgd/NPkvmDRJa8WYyfBkPcTNlUtNLQch/P0f93L7KcuA/1vKF/FcywlmxbYSHumHU3vjO62c2kf/UA9HPP2W75nRje3xbbHHaRtuRcsuIJCUEg2wFSdIGDDOe9x/ep8p2dcXCkaDawBFiVoiG82qDidXhoLYlWL2yCCzFqw3tdW/c+5abqxYwn3P/iaaIDbu+o5GHjUE2IpSM1mZXx4dT0wlPeDn9pZaOjqauXtWuek8eWvVimhQN92RzNzuFiq9Q4z0dZCVX8qjjYcYCwUYCwXYtfsxVp8yV3iVjHpImrcq+lkoTMkgVbeemE+0zl63z8P4CERT5vffaKoA23j1fXrMkhSfqA3vc3nrCPtzi+hKTeeSnvD5xDbQxcltD8Ks+M4OX1pxHT8/tsV0nRsrdh7PYbORZpwnKZ2LFc2RNNFxKTIuXplfwXBgLJqQOOJwkuKfGDOXjY7gSFDBZhwbugc7+fgr93BjxRJODXZRO9Rt2dEl+rzp2fzDwo2cHuphVUEFGvBHi+1iO7Yk2R0Up2WRH5NgUeodoW0G62AtyyuN/s4V6bmUpmezq6uB5FAQb8wcjf6Hf4OcWdg+8DU0izG7Uorgy/djazqOqjvIs51rqMvMAcKfq2+tvYUBv5eX20/xDsPciH2knyeajvBE05HoMgKJlKXlmBJAgwdexLnlvoTbj5vz0r087lod/f6VGd5P42c+trrUaE1vJ9fsfYlFqel8d9FadJuNNQWVBJVuSn5JcySRmZTCNa2nWTgcf12lrX/rROKO4X3c0HSCK7qmasgXtrLxBIwH2Kwq2HQd5fOi3/+/qOE+ukurp/W8UVn5pvHdOxpOmJMHI4m5tpv/MXxtPOaBSbpMiHPrrAJsLpdLAxYDOmB1JquJ3LfE5XJpbrfbcibJ5XLlAZXAfuDzLpfrA8B8YAB4Avia2+2eZCZHnC/bOuq4372TdzacIK+33XSRr+WVJKzteF/DCb69dEOCe+HfVt4Q1yZvugsaA6QaA2zJaZbZG5rDSdBmx5HgxJBsc7C8u8WUXQPhCxkgbl0DCB/0s/0+bmo9zaWGyUYt9iRv0c7OrtkojgkcOG12UkJBvnRiL4W+UfbkzeIPc81Z+htnzTFlYY4/7ptrb4lrQ2LFrtmiC6ga5cUEIO+yyNBJJD85nW+vu5Xtnaej6+YZ3dpSx4LhAcvHbuhtZ3theLL4Z8de5j9rDhEXqm08xlMv30vJ6CQl+wXlaGtvCGdvT3vPoXjMQ8/m+9DGPxf5pWhFVaaFoE0SVJsB0w+wLb8Sz+4nSYv0W85NMOE32YB5yWD8xElOwM9HTideUNqx9UH6tj9C/8prSF5+OT+yaD9alJqBTdOozsxPGGBLdySxvqgau2Yjxe7gsg7zJGhR5ALokllzed+89Thsdra0n+LwvmcmBpvJadhu/ZTposJ208fRf/1Fc6WdxWc1vHFMBZtSlgtVQ7j6I3nUwzubrVvgGN166BXWpKZzT/UiBvNLuKliaXRwvjCnmIU5xVxePI//t+NvprYu5ek5fGB+uIWCpml8dulV/NfBZ6L3a0rxueO7yRnzsg6omCybf/wxkdfVKheFK2MM+p79A79Oj7+YiF0UPKh0/nxql2X28T8tuZLhwBj9m+6OZlCrnY9x2rWWn9XspGCgiy/HBAHnDg9wPKeAq8tc2DQbN1ct4y3lixgJ+Eiy2/nCzodY1dfJpfXhLMaP9XWQG1OxmPfMH0hftgGPYYI6UZtUgGxnCnMii9NrKJKe+L/wvsRs59/7DCo/nLFdkJIR/XsYaZpGst1OyO/j1laLiuvi2eHveEo62oK10WD9eHXohxZsiH4ebqpcFg2w/UNdfJAxMzLRV5KaxQ0VS7BpWnhNEaW4/dgulg728ECli+2GdRpc2bO4snQ+vz7+Cu9squHKPZsYcySRZMh6fEfjSQ5m52HLLiTV7qTZ00+pd4T+nY9TcCDyne6sx398x0QQqLgaNR5g842SYXea1g8a50tw8W9leb9FwMDYr95Af/hHAChDQYXqaYGaPWyvckFR+YyO2wD3nd7H0e5G/q58CdojPyF1qIf+qsV8p7SabzQexzgNoZ78FSPZ+bBgZfS2K0rmk+FMJtXuZDQUwBP0cXqwkyzPMJtGB+iJZDnf4p6YMFp++jBxK7cWVZp+nD0yRE1WHtn+MUa7m3nJIki4pqDS1B51Y3f8RZtTqehEapFv1LR23jjbW/4u+t7GyvH7+OzSq+JanuUkpZIR8HN9x+RVC0bDk2TEfnrJFfzs2Mvk+sa4ZMeTdOx6hoeKKyAjPggxXgmhKcUN7Q2U+EZ5rHwuofG1DjSN6pHEmbHZAT/9ySms6e3ghrbwhGH6vmf5QsjLJ9oamN/ZRGNOIVrFIqJ/ldgKNsNx+5JZc7itajlf2fs4JR7z62YF/FTmJm61m2443+yo2c21sRt01qO6W1DHt51ZcA3QrNZLsFqLJz3bcg1gW9NxbgTqFqzkeHY4ocuh2fjO+rdFj7kjgTG+sPMhbmuti3t8fcMR9NnhtaIGh3pYszO+JU8sh3+U/qNb8B16kXlt9eEg8TRk7n6K79ps/L/VV7Iot8TU/rMsLZtu7wAlox6eqj/AY4bz/8HeFlPLuxV5ZRwf6GD52BgfMa4P2d+B/n//L+51T93+WR4bbOdDO56kwDDGVAc2wawq6OuASEVJklJc3NNGjcVEhcNmA6Vw6no0SLg8z5wIYdM01hZW8WJbODHkx0dfit6XaG2c9tEhPrfDvB7wFSULous3ptqdzBr1cE1HE/P2bEIHtBVXh9e1S9AOSx1+GSyO/8n+UYpba3l6dIg0RxI2TePh+oMk2R18z7Cd78QO/pxXREV2AZcXzyfNOwRdTejVS6n19NM00sdTzUdZnF3MR4YGUNsfQVu4AW3helTDMV4sKuWZ/sRjoMbBbgY6W8lJuEWEfxQ6GwCofOC72FZeavl7ARwf6LAMgsUa8I+yu6uBVzpqSRv1kNzdwsGMTHyGY6CmFG9rqWXsz1/jL/mzOG7RwixWit3Jt9fdGpeo6bTZSQ4YqhrSs9HSs7H9w/9G18BUMe2oUkNB/n7plawqqGB/TxPpwfi10+Z4higc80a7ScRWfCfbnXyw/jir+rsJofG15RfTm5zK+sJqspNSyU5KZW5WYcJ1iOdkFnB6OHxcu6KrheSB8PhC/8s3WVZUTn35XMYi79m3I8HgideOP58803KcTY1Hot8do+qRQd5/ZCcB90EOFVfyO0KWyaf37n6MLx02rPcWm1hreN3xZNoP1ccEeXNmwUDMtU+i9n0QN97JBss2o8ZJfr8eigsA/eLSO+kd8/BcywkWWEz66s/83vL7/PiLf2Zb/tQtW2Ovn7Wll6HNXmZa49zvTGb8qiLLYm1rMI/Vp+qkkzDANn8NtotvDScHlcxFbbk/2gJ7/vAAqRbnveykVGbbrNtMjyfefMR1CeuLqtmSoN2ples6miIBpXZOOp3syQ/PQOQmp/HWyon1AauDQT5WezjcBvSP/8GR4mpOVkxchVzUE98yttw7THneRIJOYUoG6YEE8wQJgrg2Q2DWhjrjJSVKIgGLya615o0M0BXTfWZNXxdbLAJsc7MK+f6GO9CV4sH6A2xqi+92c5WhNTmEuziYktgTfa8Mcx/vrz/OnrxZlKZlszh3Ie6BTvx6iNa0DAoMwasqzxAjiQJsFnMp2+r2s7q/C19GNs3piddIn5WaRUladvT9A5idmW+qsM1yplBuMVdRkZEbvXYc95Vju/jCqstxpmbGVcvF+teV10c7XQX0EE6bnSebjrC+p533NZzAaTW2GuhEv/+/8b/zSyQ7k+gcHabdO0ROUip/qz/AF5omjnfXdDRFA2zDgTFOPPELylpPYS80j1uGDecsY3DNag25Ty+9gv89+Dz9fm947eT9iQNiRguGB5gzMhjdn0LDMSBR1aaRTdej819V3mE29Lazu6iC6sx8StKyOdDTgifoY25WITZNI8OZknBOUbvo5ui/daUYP3JPN7hm3CfdZosGCI1dDvp9Hp558Hu8pbsZDfj70xOVn2N5JThHBrAbjq96Sgb2tdejtj4Idge2d34R/enfRttuZhquD3VNwxYp9NA0DUomEm3E+XG2FWy5hNtDdrvd7riaV7fbHXS5XD1AEZAJJLpqHk8VWw0sA14GWoB1wEeBW1wu15VutztxrzLxqju95ykq9z7DDxIFOTJzCWq2uPWQAMpGPeT6xuhPTgGl2NDbDgp2FZRwZZmLQossXafNztzhfhYO9fNKYRlDFoOP5FCQvzt9jOXGns6x1WMGPmcSjtgsY+BTi69gYLCLjbviTwRfObqTHy/ZYFldkelM5r0NJ1gWG+yIbY9n0c7uhorFcQEUp83GrS110QytdX2d/GHuUjYUzeZ989bR7h2iIiOHgK6TGfBxeVcrDelZDJbNIzc5jYKUjOik4Li0YIBLuttoSs+kJiuPNQWVlsHLJLuD1GCAG9saqPIMkRYKABq/nrcsrt1f9cggV3a20JieyfHZS/nP1TeiaVr0oqJqZIicgI/CMS8taRnRbCgriwd7CWo2lg72YFOK4kHriahPnoq/gBxn++yvokFV1WM+Aeqzl+O4/u9Q+1+AzLxwq6Lhvmi2d2ooxLq+iYspvWIh9uwCSBRgmyRbS02nrN+RBHYHY84U0ggH2HIStIywaRoloyOs6etkX94s2g3fkyUJ3qc42YUwGL5ALh6/2Nn+CPWHXuT6nAK2F5YyZBi8jFf8ZDqTWdHfRdHYKNsLSlhWtoArSxeQl5xOss0RXSOneniAK7vMwZtbWk8z5Ewi05kcbeVUmp6DrX/iQl1bsDYuY09LSkW77O2oTXdP3FZgXT2g2WwoTUOLDH6cuk6hRUUOQNdIH18wDF6mUjbq4e1Npyi4+kPmqoiIJLuDBdlFZNQeYFV/F3vyi7lx1Q2m3vhVmXlcMmsOQ+7dzB/uZ8CZTInhYrN4Opmd47/r6regGo6aKiRyjm/nX9Iy+e6itYQi+3jJrDlcVFTNjhfv5rbWOgacyZzMyuOig6/wXqX4S/UiDkVaBl1ePI+leaUc7Gmmut9cjZd577fxLbuYD9TH5818+tQhPrnuGlzZExf0SXYHeZG/s13X+WjdxKRmbHANIDvo55LuNjwOB0HNxu78xNXPAGXTWHwbIPX0Yb7fYOeRinkMuOLXkRpX6hvjE4e3Wd5n23hHtJ2gGh2OBn1KRj3Mzsg1tbhLdTj51WXv5Xt7HsMq1zczMml2XfkiNsyajXugk7nD/dzY1sDiSHXL+xtOsL2wlE8suozqzHxyk9PoG/NweVdL9HuVZNFSpGzMyzsuuZInGw+xqPYAt7Scxh4TonIaLqRUziz8zmSSAj6SlM5cu3UwWg+FuKS7DYceYlthGSGbjfSAnzG7I/o5g3B7yDkx1U/a6uvQFqwLr0M3A+9qdLOlqJyqkUGWDPayo6A0PFYwuLFiCaPBAJvb3FzU20FqKMjiwd64hJjcxuNcGhwjxeI9WzrYG73guabMFf2+VmXkMu/YDi7paScn0irknUBxYRk1kYu9SWWZW5Tl+sco9wzzzyf3kqTr/G7OUvZFJsA0whUMN1Uu4xOv3Mu6njayAn7SgtaBzfRgAL/dzlutgsGzl8UF94yyAz4W5sR/t7KTUrki5pitudahXf8R9J98InxDUgramuvDC3lDdN0QGxprCivZ092Ihsbnl11NdlIqpd4RvnJsIrnmQ94hvr7sYtNEiVMPkRoMclPbaS7rnphcHx8f7Mwv5k9zlkSrRRP9TgNJybzdkCzhUIrvH5hotVU10A0DE+eaMWcKaYYKtrRQEJRiY/E83jd/HXbNxm1Vy2nbba7WcA314bRoxzgu1Z7E6r5O1vV2sGLA+nys/3mq5h1TsAqmxdym3fARNJsdbeU14eorC6v6ukgPBjiVmUNRYaVpki3F7qQsweLqG3vauL9yAQG7nVtb6phlMX62Uu4dMSWdRff1xo+inv5Nwscl6TqrB3q4ZuVbTLeXpGezdM8JNvSGAyS/nbuUE1l5jFqs69fUXsf1Pa2kJvhOxZr/8I/5QqI7O+OD0EsHetCz4rtApIRCfPHEXio9wzxTWs2TpbMt1zDaWDyHl1pPckNbPUsG+/jT7EXomkZpdxtv6+vgUE4h+/JmMeJwkuv3cWl3K/5I8l3QZmNn9WLeMWeiwio3FOTOE3tNnTzUoZjkqZK52K68M7yeIcDocHiixsKdjScJ2TQqnv4tI44k0isXcHnM8SLJM8ii/c/zRNkcUl++j8sME0/zIv+N10+Pn5XUyZ3h9o7ANUDz7MXhc7/hGKEpxb8c203FJMeAyVzU08ELJeZ1RbP8Pi7rbqUxPYujOQWWj1uQXURbTwtXdjWj0HjeM0RGMMA760+QG/BxqzOZf1+xETSNjICfL0aSIAHePdiDe9kG7Eox4kzix5e8k12dDdxTt4dS7wiLB3vZkz+Ldyy7xHJy26FpZBjPV5HES81mCweRVl8XF2BzpWZG1wv96KJLadr+uOXvta63g6fK5lCVkcecmPNUtn+MVZExuR3F3OEBvGlZpjU6Lyqspm6om6qRIVYMdLGjoJTulLRoG8/P7ngAfzAQl6x0ZVcLSXqIu2cv5iurbjQF1wCGh/u4rruNttR0juUUUDUyyJdP7AXg2eKqaEXSFSXzOT3YzZ3HdlMy5oHWGla11vD/MrL57dylDDqTw58fpbi9pTZagTwuro2pIcCWFgqyor87riJKW3pp3HdDTZpYaR5rXJFfaf13RmNNbycFvlEKfV6WDfTQnJbJE2VzmO+6KJKw6GTucD/XtTfFPT7REgTvO32UA9l5eA3HwmvKXFxePJ/itCz+Z/ejzG48bhoradd8ANuKK+Oey2eo1shKcF2a5UxhdV8nxaMedhaU0DfJnEtp7Pc4vxTbTR+H/LLwxG/k+k6VuyAaYOvHa1iywigjQVu2Ip+X9QsviVaKpdidLO/vpmx0hM1F5Yw6nKzKD0+25yencWKgk7zkNCoz8lhiaA/3zqaaaIDtC8vM6xwu8AyaxvmLOxpYk5bOvsj2s8biz40V3mFGDEHeUps9rvPMuFHNhlWfJePVj6YUKXbrIKNd6VzZ2YxNKfbnFWFTio/UHcVns/Pr+cujCd3pzmQWDfYye2SQV2I6YVzT0WQKpgDMHxmgeHSEDsP8w4bI+6xpGnZNozA1g7nD/cwZGWJ7QQkLiudyVemCuG5J/d7BaNI6kDBhWW+dWF/NqRSfc+9nxHUJZek5/PDidzAaDNDkNi/lUOUZoiVhgM2Ga7CPq7qa2VxUTsBm4+O1R8gIBhi12/nK8o2msUSW38clPW2cysyhxKIV/RUl86kf6mFjdxs2FP3zVltWpFak5VBhMbZaMOrh41d+gO8ffoG6SPLV+HmqLiObk9n5vH32KtMyMuPzdoUpmWxsPmUdXBvX2UjSzz7FKwWllIx50J1JhPx+VsQkvc0eGUSLJA25hvpZHpkLu73FXN2dHfRj13WS9RCXd7XQkJ7Fyex8/nP1W6kd6o4G2IpTs8hLTsfhG+Xajka8DieOkYH4/dNslskCpaMj0QBbkeGckeFIZm1vB2mhINsLSqNrS2c6U/juRbezt6uB7Ed/anquMu8I5ek5JNkdJNkdfGnFdRzvb48umZHpSKLUojpcW3WtaW7K7x1ikvQKvBtuIdh4jCyLJZLe3VTDw+XzogE2u6ZR4RliY3cbF/e0Jfwbeh1O0lLSTQG2QFYejrU3oM2qhpxCtOxC7Hf+K0M/+xTpMVWSY85kMs+yJbo4O2cbYBs/A042Uzj+6chg6gDbUeBWt9tdD+ByudKB3wDvAf4CrJ1qh1wu14eBD0+1XcTKaW73puf1DFK87WGSJ5no1NOyCdpsOELW27y1rZ7nK+azoaORG9obAFg50I1vrvWfNSkY4J9qDpKk69zYVs/DFfNQCy8iNbOAo12NXFe9jI5tD5mDa0Bb0E98rk3YqMNJusUEwdz0bFq7rLO5k3WdO2Mz3CIydcVci0qikZwijPkwo7qK9tB2KsX3N9xBhkWZv0MPxWWyv6t6BddUhLOoqiJrIyTbbby96RTr+zoJofFCRTjD+Pqyhew8+DzDjiTW9XWSGgqS5xtj5UA3IU3jiWvey20LElcSvrOpJjqBMe725lqOXPo2Or1DLEnLwfXSvdFqkvV9HeyYtxpH5MSfm5zG9V2t3NaYuNw+mJlLqGIRyce3A7C6v5vV/fEZkn5nMqGcQlK7rdflAlCaDdvbPmOqWNRj1izpyC2iIi0L7dI7wo9ZfjkoGPjFP5Hlj88eGiqqJNfQ7lRPycBmCFp6dJ1EK094lML46trKa+h37yTHEJQeLJ9PnqbhdToZz3nNTBCYswEfqz3CrDEvG7vaGPv77+ANBWgZ6mal4aKgO3cWhQl6N2tv+TvUA/8bd/tszxCzPUPc2FbPsewCNs8qJ2v2Ct5WvQKAIs8QV9eGq3JW93VSevl7SbEYDC8yrEVk9M6mGgKGNo6lqVnMNUy49aVlYTXVMaiHTN8d8hNXEAQ1LTpA+UzNAYovfofldld1tVBlGOR2Lbuc/LkrsT/yk4TPPccziD1BW1mA9ZqD9ZHjwsKhPkZV/GBmsdJYcepwXOAj1kiFi4zmxPkjWskcbB//IdhsjN79dZIjQeRK7zCfcR/g7tmLsKWkc1PlUjKdKcxvCAfGsgN+0+/98drD3Fvloi0ti8sj7UIyvUPRisNxeX4fP9m3OeH+XDw6ajlxCHCVRSWOFeMAPtlqnSEDV2/iAH2sVD3EexrdbC9N3Arhpka36UJdJaeiZeShzV4GlYuit2upmYwkp5LhGyVJ6dyaZR0IvGxowPL2dzfVUOYdYf6acDZcuh6KntOMvrr6rZQash9zk9O4uHfyXuzlhCugl3S3sa4lvvIkVm9aBnpqBoWRgOelqdYZmysHe3l35PMTtNnICQa5uaWW5tQMGm/8CI7kNBq2P8SdjebPq+2D3whX/2oatnf/C/p9/0N8w0drNuDG1tPcEqlI2tjdxo8XrmZ5fzdN6ZksWHoFb61Ygt1mI7/9NNckOB+Ps6xMjPjegS18e+lFvMPQAmz9yDAbImMSo8u6W7lsGp9nTdMY3Hg72ZE2eJd3t3K54XEfOX2UhuIqbp29igU5RdH1Tq/2+3n7FL/LlXmlZNuTWN8XHzgZyyshLS2LUPEc7B2n0TPz6CibR+nJcPvohY5kyyrobEeyKcCmF1bgvCkcWLN95v+gqxEKysPruEQCbBnBADZd50MLN7K6oIIF2UUUpWayIGcW3sAYH681t0aa5RvlF3tf5E+zF/G+Wz/H/c/9hvdEJlAT2dDbwajdQZUn0aUCVI+N8raFG8nZG199nUh3SipVDvPlzkfqjrL44ndEW7ZcW7aQF71/NW2zcLifkUmOTemD3fyDIZlgJkKXvA379kdQmob97f+Mv3Y/DovgWDAti7jptJhjr6oIr4uprb0+vA5yZ3wrsI09bWzsaSOg2dj0ttWm+xw2O393OvHn8BO1h/nVwjWsjRkbmixYy4hSZETWerAKrgGECsoIrLuR5D2JK+HW6eHseKM5gSCLDK8//r7vzy1kT34xKaEQH6o/zpDDSdY0OwmcqQL/GPNT489/c1pqmB357N7UVo/mTKY0LX678vRcrulsjh7vvnbU3C1i4VA/726q4VRGDiFNi2thVJBfZkqSm9PeYG6TH0N3OHFc8S60kjn0lc4lr23y80VWMMA/GlqdrY5JwBl3SU/7pMlzU/lw/XGS9RADC9ezKr+C5XllHN356KTBtWBuMc51N+JTOknPxzfqurinjbSLbuatlUvZ0l7L8YF21u98ipWRgPu2glL25s/CrhTeoiqun7OS1QXhCbcDd3+N5ZHx7E1t5u9QbsDHL/a+yHcXreWKzmZTUCY76Of7B7YQ1DQ2b7iZFLuTK0rnM9jbwjX77iVFD7F8oJvSy95r+Ts5A/7oONZns5MWm3iWmYdafR2aYT29VYblBVLsTjIT/P3X9HWibbiVGyuXxCVWFvWZ/3aLB/uoWnODaaJ4fVEV7t1PRCsDru1o4rtrrmZ9YTWapvGji9/JD5/6ueVrX9LTTsZl7zKtgTvu5tbTXNXVgg78rXIB72qaaL15fUcjz5ZWMye/nNuqVrB/zxNUxkxSzx0Z5DuHtrGtsIziWz7FC1vujQuuBdJzSC6bb7pNxbwHsectXbPhWHxxXICtI+jDOtUvfN1nvFKoTHDdkNXfGddhZPFQH6WjIyRd/WEAUu0O3tdwMlplHUzLguQ0HP3xx96A3Ykzcu34vQNb2JdbxKHcQjZefieL8yaumza01nFps3nCPFi1GKvQhjHIkCiYVTAywBWR4+/NbfU8XjqbusIyMkvno7l3UzLqoSEji8KFFzPHkPjC+7+KPVFCUNnEeH32yBCDMQHZcZlW63cDF9uTub5iotos0zMYbX24bKCH7y9cw4ddG6LBqXWRANFgzHrDGcEA17U30FG5KC4obJUU+ZHTx1gwPMDhuSssE4OKxrymqpVyf+L1twaDfssAm98QiMgK+i3PKQDzGk+wKvI9uqW1jvbUDKoj56O3NddGv/9J3hE+eeoQdqUojUmYLxnz8o8x3wmALx3fy7+uvJSQZuOts1dydUxlWrHS+HTNQZJ1nfW97Whrb6EiKz/ueS7rNh9zEq2L6nUkmeZSFgwPcLq/E2bNxmGzk5lkJzMmOJET8OMJWL+/zsAYn60JB+Ri5wxTQyEu7W5DAV3VS/nQquuo/+N/sHioD5/Nxunl18Q939rCKlpevo87ItexW2PGK+Oq7Q5TZdG4ZbrCrtl4z9x13P/KX7HpOpd2NbO6v5ugpvH4ZXfwlvJFFs8IszTN8jmtxI7DYpMis4N+Pn9yH3NHpm4Vf1VnM5d2t0bnC54vriT/0nRyC9Jo9w7SNTrMW8rC+3x7ax0rY1rS9heWk7/xjnBLWP8oqukkapO53fhtLXUsH+hhz6zKaGtWCCfNrYskSVd6hni6ZDZpKsSVkfb3hYEAFTG/w1VdLWRfM9E6tjgty9Q1rDpmPKstWIsaHUFbZe5FYZ/ive7VNILFsy0DbJdF3q+UKz8Qfi4Fn6o5OOUYdcRmI+h0mgJ7A2lZpNlsEEkAHjeYlhUXYPM6kxLOU4rz42wDbONpGNOZRbFu5hz2Q+BBYNjtdkePfG632+Nyuf4BuBxY43K5Nrjd7qn61lUDV0xjf8QMDPW2UDhFFcGQMwkVybIc95MFK/lMzUFg4gLfaPlAD3Q0gcXCpIV+H7bIa9qAtzfXojQnmjOZm+qPoPkD+C0mxRozcxMG2LwJ2hylhEJk+xNXJsX2UI7ebjHY89odHMvK5WLjbUlJ0QBbrn8MW8spVOWiuFaWOYEAWsyg4cqTe1Hli+MGIusjmSZ2FFe11sHK67i0/hgbT+633Fe7Utxy+BVs89ZBgsXJY4NrEA6CrtzxJPS2oaqXosVMfi2LGaxMFlwD+OacJczKyOWTk24FD5VU0V1YzltHh+NO/o1pmfxg0RqSQiHemZZueq+HHQ7TiaU9Nd30efAGA/hCwYQHrdaUNNpT09k+Zwk5AR87C8q4pLuF21vqCGgaLxSWcXuCxz5SUsV7avdjA/5StZCO/AJucySRw8Qg9unCMt5HuH/4OKvWXxBer2+8F3920E9uRz1qzMNsw8VWb1IKLSlpWA/v4GBqKpXOZMtKIggHfFcOdIcnIIaGsJUvAmcycwwD7yrvMLZgwDLbLC/B9yZJ102VN+n+MVMm3omcAi6zeFxtdj4rNA27UjxfXMlVmkZ8LmhYQ3p2dAHhuSOD2PyjlhWst8dcXB7PyCIzLZPi1HTKJms7OollhgqJZF0nyaKycfFg75TBNYDHyuawZLjXVAWxK7+YSwzbdAVGCemK+yvm80+GKs35IwPhRXVtdmyLLoPMPCY7Ur8nEhixLb0KMnIpnOSCL5H31h7GdnUIHPGn9TsMEyXT9S6LCzqjshlU+41bOmS9dhdAueFC+FBOAb+fsxR7UjJLckv4BxQa42v4KFpSM1gYuaCIbfUxrirB7RC+wLEN90FaFkW+MewW59GSziaYkzNxg1IUW2TWGd3QFP47zklQeRKrNT0TR3Jq9DhRMmS9pqkx4PP+hpPokQBExegI5a212BRsaIwPBu9XIZYrHadmZ19SEr9ZF65feE/DyWkFqW4xTGjmBnx87chEBbFmT0UrXQC2ZMs2PDORoof45uHtaFe8P9pKbLFFO6aZOpiWMenA85vbn0QL6GhVi1EVi9A0jVsbpl4j5LKG44Qs1gDz2B28UFTG24D/mbcUZ24eTWmZvCMQZHxqLSfBsTkjMIaKnHN8Nhtfmb2Q70fWnusN+jhCiHn+UQqS0/A6k8kJ+HAoxc/2vYSWnI2WWcCltYfC6+7mFJMS8JOcoLLpg/UnsA10TRlcG3dVV+KEGoB31R9jNGYNo6l0JKdSCQQ0W3Tick1/F7Yxz0Q7OT0UV4kNkDk2Cgmy6V0WkxIhNL63aC1fPhFu6asTf/Hzq3nLSc8toNe1iiFHEmtVgP0ZGbwzM8fUSnvY4STgSIo7twcBd1Yei4b6aE3NINOZRC7QbrfzX9XzeYs9PkAwzql0bqg/BrNXmm43tvI6kl3AksGe6H4vGurjR7ufJ9b2ghJW9nezvaCUV2aVUTIyyCcsXzWs35nMaHIqBwpLuTqSyd9vMTYptDj2VSc4zsUmaJ2L4NrmonKyAv6EgSW7UlR6BqDAnP1fHPN9u761Ljw5k2Se1FdK545ptKueb5X5Dbhi2q0XGV53zGYnYLOZJuC+vmgttzmdrAO25hdza0yArSYzhx+5VvMvx/fEBTJebe9pdENvF9r81WhLLmW+x/r1O1PSaE9J5y9V81mXkkKxI4klSSnk+8c4nZ5NhXcYp9IpGfNSenIvlC7gsrpDXFp/xFTNaroOPX0crb8X9ZYPoWk25iR4v42+OMlxzKEUl7VM/F2vrz8eXZJg3sggNp/XsiWasaJl1O6wnGS/p6SKmyLHYoDKmPO3sQL6T7MX8f76E9gIT5jffGIXWvHc8FqUBjkxrerW93Wg1R0GQ1u8lDGPKSjkUIp/2b8Z28VvB1syWmCMz8VUkhgtTLAG4Phx3gam4Nq4H+x/OTymrVxu2Q5/3CXdbdg6Gphba27R7bfZ+N95y/gCCmOYJGCz05uSFr/GWcRD5XO52j6R/DiuKSMnYYDtkZIq3lsz8blIThCYKk8wj5AT8KP5xyA5FYeuRwM5ITS+t2AFfkcSHzjhjQbvx22aVR5tkwzhc9qa/i60BQ1gCLCt6jMfx/yaDY8zyTLB0di2PT1B4md1TKXWLW31qM5mtJP7wRiw8oeiyyYMOZx0OBzMi7S5i9XrcKAnpVDgH8OpdApGRyAzvu1qokSCS5tqwi2SI3MqxmuGas8QP933Erb1b4NUc7pK5pg37grt9pY61NAgrL8VDO0ZcxP8/S7rbuXSBNeRNszXyAW+xNcyKkGLR5+hA9Jb2xrClT9a/HtY7JvYv2RdjwbXAFPC14KRgWgnpUTnuFgpeogf7g9XGGoeL1peGRgC59We4WjiYNmoB80zGF4jKsY7mqbXiOz+kir+LiZpOHYpjTSLc31BguvZqa5zowmfQ/3Y5q2LdhhJ1nXmD/YR++V3+MeiwTWInwcbV57gfLYk8r6X97TyuZhzikMpbju4GbXmRssA5KxR68/Q8aw8BpKSZ5z0Mp3gGmD6fYFIQoPCFvBx6/7NMNCJ7dIUyCqwPJc+n5FNQVISC5WOz2bnUFY26cWVpsSItFCQJYO9LBoZxGEYn88zBAaNiT1afjUUzyUvQavN1a11UDLP8r6qmHPAt0qq8AR9fMphx5gGENI0nJNM43gcTvRJWujPN1xfJodCJE1jjDriSKLHmUSRIbn4VGYOVunmYxYtlT0WnR3E+XW2AbbxM0ri+vCJ+xLOQLnd7hBgeTXodru9LpfrReADwBpgqgBbA+EWk9OxknC7bHGWmtIy0QJjDKZlkj04MZg4mZ1PXUb2pAdwLUFPfIceipso1pomJqTU7ifjMnt35hdTO6uSSxO8ljfBum7a0a3kGgJbWwtLOZ2RzQcjLdLSEpT0O30e0z4+U1LFzvwSluohU9AnaHfSG7kYhPB6NJprPdpNHzc9n93id+bIFvT+Tmw3/kN4ocqqxRDTGz0pUuWlDli3Bxpn62pCf+rX2N+RsCGOtch6UVpDfLZ2xqn9qEtuR0tORQ1MPVjrcSbR7fPQkpphmug2eqh8XrTn94lFa/nMyf2mLN6nSmcTsNkJ2OzcVbOT1QWVODQbdpuNkVCA3y9YxYfqj9Oems7LziSKR/p4vPEI6Y4k9vc24wsF+VqCzKkjIR/5noFo2weAF4qraErLoiclldWTLE47lpHD15ddTHbAR11GDmqohwM5BcyL7HttRjZb0XmvUqY1bdISBL9i1y7RH/tZ3CYN6VmMJXj8r+Yt54R7Bx9NTU8YYDNpr0PteAzt+r8nPeA3XXjov/ws2lXvRcvMg6wCtMLwiDPf8J36v3nLo1mDQHgCc/wiybDmmF+zUWO3WwbYRlLS+c7i9RSNeTmcW8B8T39cNrvx9/veAcPhvrvF8qIs1v0BL5zaSdaCVawY6GbE4TS1NRynuhrRiqosngFSW8yTAnaLCebU7uYpw2vPlFSzNeRn15ylLBrqo8A3Sr5vlBeKq6IBtoM9zfzyxCvhHxx2/mvJev7t2G7zE+kh9G0PY1uS6Ohnpg69hFbhIlPp0WNOc2oGjelZltUH31m8jv93cj8pegj72Ah0N8f19VbTXGsnln2Kz2b+JNn5456PGahnTTJZZpxmuqd6IQG7nUAoyL6eJtb2VkYz2ocCYzSlpLEwsm3GtgdhmflTq5SioHuiivM3c5dyR3OtKSlDdTWhzarGGfBZBj/1R36Mdunb0crmQ1EVDPeRZPE7H84piGZfOsc8qIaj5CfI2ITwhUFDehbuzFyCScmkOpMYz33LqT8MkapeI0dMK2SbIXtW2/Wk5ef52eIqHj25lXWFVSzPKwuvMxfxQOV8ajJzcCqd5FCIdxsm0/5auYB3Np2aMgitjm8HpaP3dZJhUZ1zJtSmu9Fu+AgQziyfDr9mIymmrcmjZXN5m9K5r7+VokjQI+Fr7nkatefp8PojN/8jzsH4yu0Rh5Pd+cVc3Rn+TKU0HIOGifa2LxeV8UphOf1JyVQGfAz6R2nxeaLrnR3wjUQDfeWtp1DBAFrMxZbmGYq+413JaXiUzr/veYxPL7mSr++faJO4pqCSoqIybjFUBKrtj6CaTkBLeKJEJaeh5RVP+hfU//gfk9w7uW8vWU9fUgr/fXBrNDiWuvmvUzxqwojDyYmcAlbrOlrMXuoP/RDbnf8WHrtsud/y8dpAF2RbTUWGWy0Zn7EvKZlvLt2Az+7gk+uuibYjtes6C4b7mTMyyMmsvHALnK56yAqfqx5vCk8O/2jhGjSlmDsywOq+LvblFfG2kD8uwDbkH+M3c5excKiPU5k5XNvVyFsrl/Bo42ECeogny+bwTEk1RWNePnnqUHyCWJe50kMFA9HW7iFN45fzl7Ohp50PThIA/q/F62lJz+TuahVu0TY2Qo/dOo/ycE4Bdl3nsfK5XOEZ4MnuBnYuuYiSMQ/Hs/OYNzxA8Zg3WhVb0laHOn0Ibc6K6HOkDfbMeI1Go7bUdH7oWs2nTh2KTjweyc6n3DtiGhv5bDYeL5vDqMNJZsBH8aiX2swcFgz1847mU9EqBXtbHVQtMb1GcUzlij0YgJ4WKI2Z4GmZeRKKUU77aZR3CC2SjT3L8P1+sHI+e/NmsaK/m4xggC1FZQRtdp5pPsawf4xnkpPpm72YD9YfpzE9C3dWLpuLKkDTeL64ko9Mo5X2vtwi1hgmZv3JabhTUlGaRtGYN67S46mSamZ7hhi128kMBpgfux7zSD/qwCbUgU3E1jo1pGdxf+UCGgytrTa3h9+/3IVrqPAOcyw7n/c2nuTiyKSbOrYVdWwrUwr6TdsmHtlPX3LzSVR3M/r2R3HUmQNPquEo2rLL4x+jJrKU/TYbY6GAqQ1cp3eIbV31UDab9zWEExgzT+1DbbwdTdNQw31kGD7De/OKuam1Pvq9Vyd2oppOYPv775haXxVatIlWhzejrnh3dP1fdTy+Vb6mh1AHX4S116P/7NOm+/5r8Xre3nwKV+SaJ2nT3ajMPNN3edr0EOqVv5FtGF9tLygxTSBrqOg6ueNGHE7+c9kljDkc1A31sMKQoBJUOt9btJZP1Rw0BSAA/mPZJfSmpJLaeZrnVl/Jl0/sQQFbisrprXSZEt6MfOnZNKRnRZ8vo9kNFuPwbEdSwmOY2nwv3PJJ0/rTXoeDpkjLxu8vXMPfnT4W/d49W1zFY6WzWdfTHnd8V8/8jtC+57Bd8jaoXEx6zHHpxeJKelpP8iGLbjYjhuu5lARrhWUEfXG/hxYKxq+92zhxLDmenc+fjm0mzZHEB+dfxPK8MlP7/ZrBLlINa2ppvW2W7a+NbX9PZuWyMBJoTu3vQG17GO3yd4b30fCdGqf/5RtoVUsguxDVUoOWlQ8Wa2kCaEM90NUMxdXR27ImGWtrhuuNl4vKKBn1RJNlHJ7BaCvMbEMy3rPFVVzX0YiNcGL2aIL2tWOxQfneNiiMTyMvsVqv1UAFfGjOZJLtjrM6l6qTu1DBAPZbPxW9LXmkz/Sc6vk/oq+9AW3RRWgWy6uM05Wy7LLQUlhOTWaNKeFo/Mpe9baBd5hci/mjVJ91oNMJkyaeRg31ot/17+bH9sVfD6sT5qno7AQBluS+9uj7YjxvZvZ1oDyD6A/90PJxtqFe1NO/QXvrx+LuSxrujfv73TV7MbsLwku0HMvO5+9PH8OuFIHkVJzTbOt9RnraUC1uaAiPYfVNd2Obv5bMmGDo7rxituQVodebz4m28rnUp2fzsZg1zG2hILTXRedz8nTd8jOrdj6GWn0tGRaBcgCObYO114e3bTyGqtmHtuIKtKIq8vRQ9DFPlM6m1TsAwEttNaZj44HCUi7utO7UFNI0OjJz6eltiV5bx7IpFU48SElHU9a/x9Ml1dxoKBjpSsug3eHE2GviVHIKG0JB9nQ3UJyaxbzsIkK6bjn/N9ma2eL8ONu/wBDhIFuBy+VyuN1u09nV5XI5gAJgzO12D5zF64xHYBL364pwu913AXdN50ldLtdmpNrtrAw6kxh0JvNI+Vyu8HnYnz+LpZG1oe6vDA9cTmTlTRpgU4c2o+avRTO05gKimU8zcSi3CC1Bn3KlFCMWkX4Ate0hjPc0pWWyM78kmgWoBQMoPYQWE6BThmzPY/klPFYevpAejcn8Cimd3pRU86Srezfqho+Yq9gSreHV4kb/zRfD/563GlvkhBE10IVqqzMNzhNqOoHyj6HFDNrUJJlVkxrpR//5p7F97teo+iNTbq4ig6k/zFnCfxjWbBm3t2oRLxSaF4h+vGI+rtrDaP4x6jKyORIzEP3M9vtJczj51OIrCaoQ7uw8/m1l5ALH08e3DzwT9zp1GTlxrfG2FZRyfKibkpjPkNI03JFFzJMmOXE5bTa6U9JMa9a9UlTGnJFB8v1j/KV6EToKvx5iwPBZTE5UPZlggXqjl2ZVsLE7fgB4NDs/vN6WHmJLUTmLhvrCA/nkVHqueT/VVUvR7/tviGkTo3oiWfzemDZdSqFe/EtkcKBh+/A30fJKTNmaQ84kTmXmTEygjA6jBnsgKQXVO5FBtye/mAO9zYwEfKa1Cvp8Hv5atxfSMmiLBDLbvUOWATZd6XgdDrYWlEYDQmq41zoHsKA8PNEF/Kl6UXTNj6GkZF4pKgeleLx0NpXeYVMVmf7A97B9/AdxE9RqzBtdWDa67T3fwvahb6JFWlqqU/tR7pggGOELKWMW5kBkbcmA3c7hXOtA4tZOc8Z5S1ome67/MOuevcu8Yd1BdIsguLbhVtTeZ0xrOKiaPegHF5iqElvTMrhn9iIuvflT8NK90DjehquI5vQsjubkszaSDatOH0YrmYNSOjSdDB+78szf2yPZBSwzrBX45ZWXUur1RFt1TJfDcJwNoTHkTKItLSOa2Tx+caEvvoTrX4xMvhvWH4tlM5xb/DHH9Pvq9vG30wdIdyZxcdEcWo0Bde8w6tR+tPnhYa/yDKL/6vOmz1xragY/XbDS1PZLPf9H9L728HqICaitD4a/W/mlaIbje19WAUfmLOGQd5CarFy+fnjHRKLGE78EQxub1qvfy0/6mkgJhZgzMkjqgnVs7gt/7ld6h/BmZnPd+Hsw0IWKVC2ZJDhHTuax8vBC73u6G9nTbW61HLTZTckKuqaxur+bgzkFbJlVQWdK+rQ+D7EXtFFLNsIVd3LvrkfoHe5lUWEV15w6yE67xp/K5rCxu401fZ28UFLFpyPV9BAO2qlLboOMPFPAwfax76M7k9AajqKe/FX09m0FpTxRNofvHDJP3G6eVc7G0RHQNH62YCXfPbBl0nZtAJzah/7jj1ve9Uj5XPbmFTN7ZDAuYx1gZ35p9NjoHuykdsgcpBuIaS+m6g6ixa5H6BmI/nMwcvzp9XlMwTWAfT1N2EqqyPb7TBnQ48E1AP3xn6Pd+NGJ1wO2XfRWLt31lOXvNxN3Vy+kNVJtv6WojGsSXOTqgK1iEXWZ2QQHushMTmd46aVsPrE1fJ63OwjoIZJiEwB629D/9J/Yrnh3wuQk1dkQXZMxjmHMpKdl8d8LVuAztqu22fjVZe/lQE8z/3fiFU5kx2d0x72eplGbmUttZjjUMGAxLhvwexlzODiYF26h82jjIa4rX8jB3okKvJDNRntaBo+XzeHDsW1I22pRPa1o4xVYhnHjqN0BmsbOwlJqsnL5ysn9pMRM4L4wq5KW9MhknuH4oTSNh8vnmdr/7iqu4o8VEwGmu2vD58Te/8/efcdHcd/5H39/Z1e9FyQhIRAINPTewQZj3APucXfsJHb6pSe+9J7Lne+SOL/4cpfk7OQuucRpvsSO7bjHvRdwGcAY03tHXTu/P2Z3NdukXUkgAa/n48FDaHd29itpd3bm+/l+Pp/cPO3J9dZfriku15qiMk3ftzM6YRp64k8K+Cbl/ecPPaocITN+rnRgj5rbjqh5w2q9WVyuO0Y1qcMK6D/GTtG5zc16LDtLm/OLVJqdp6+Mm6+8LWu1ce0LuivLipZJyyuq0KJJS2TteFuOMfpb5yhdHw5AuXGf/5JkuroSJk/cXZtl4gJs7uq44E/tWG+bnDxp3w5vQUFP2poVuve/ZF34ca8kr/+6IitXoawcTVx4oQLG0kPhxQ6bj+zXb9e/IBmjZyuHa0N9k5bVNunPb70QfezbhSXqkokueLBWeHUmQo/9XsrO053ZQW3OK9TrJRVa3dGp9wRyZKoblNs0WxMk7WtrVnVekXfuuGebQk/+SWbUJNWOna4/bFyl0+vGa1hBqR46sFOLtrylnHBJ3VQeWXa57jiUuAghYl9ObrRX5/01ozRnz3YF+7jIJ571vu/JdZ5V6Mh+tR45oLzNa6XmxOvYu0+5UGeuflJZvkUaof/+WtJ9uvf/Qu6IJhlfCXrJC05ERt1hWTrU3qrcvCy1dnWoo6tLD271jrcvlFXr4o1rlRvqUnDfdrnP/lVm3nkK/Tm2RGOnZWlX3PWmjhzwzll9QeHsro7Eyb6uTungbqm0Sq7ryk3Ri9p97PdJe/htLijS/zaM11dXPRU9LwrdeYusK78kUzO6e8PSKimNBZnumudifq63Z5+lsQf2quqpPyfdPjRygr5WO0qt4Wvp5rhruU43pCPBLN1VO1of9fX13pudoz3h19ITO95SRyCgb03unmRtDKX+TA9aAd1dO1ofCe8v/82n5S44XyZ+YUZP5wVrX/CyyuOPxZGfy7L0f5Pn66Wt61XV2qxHq0ZIxuh7E+foW2tfVXZc6Tft2qRQXE8iyVtU8Je6MXJ3rNeb+7drftVonTJ8rMqy82WM0aGAP8CW4rq0h4oNqewIZ082d7brJ288pobCcp1VP0mH2ls1vXKE1h7YqVp/9ZHDyasK5PjmSDblF0U/LyTJff5ehQpKZM06U0qW0XJwj9xV3SUrXUl69ZGUYw79+puyPvmz6Dmyvwzb9+2ZWuEajV3zQsLjtuYVKq+ze1G2e2hfdz+xg93BkV25+frK1IWat2e7VpdUKHG5W3gc8Ve1KTLpUk3eR+3ZKtWMlvrY3zLGOq9Sktt6xJuniF+ktnuz3Ht/JpOdI431hQmGj5F8pfTauzqj/dz9RhWW63cjm/RF/0LSw/vlblidMiglSe7h/cnnAFIskk+HGzdHIklu/GfX1nXJ5wh91xZvlFSo4chBVbS3yurqVOg/PtXz8775jNzx82TGTPOus/dslUqqYjKyJenu2tExfcxfKq/WHyefossbZysgye1olw57VVTcv/9ee998Wn+pG6PFu7ZE271EbJi8WJVrX1BheG7szhGNuqCHFgSh//6qVONbaNtyWNq9OVoFRpK+P/csrXWTH/tCxtLL5VXaviU/YWGOu39n915SZda3tSj0/RuS3ydJe7d6r9GWwwr96Yfeoo2t6xR4zzdi9rnXNx/65I71unj09Ggbn0fHTNGog3sTyqmuKqnUPbUN2rDrbdldvVQCaj7kZZAn+Ry5u3a0nqocHhNg25RfqL1xx9+tXe26Z9NrumfTazIy+sKMs/ST1x/T1UnOeVqUOniNY6NfATbHcVzbtl+TNFdSk6T4GS1bXoZ0j7Putm1/VdIUSV93HCfZtpGzsp5rx+CY2JtXoMqVH5Mq6vSnDS/p2fCEWlPzQT1fXi3JO3GJ/H9tUZlSJChGhf70A1nXf8dbURSRKtjUgw7LUldnhw61t8qVq2Jfw9OOUJfa0zzYrCsqlYxRq38yvL01ocSG/wBdXdFdLqYl7qS+yw0lNI6V5GXc+FZIpRVUXPditOdGVKhLod98p/fHSpJcr8fKiLiynId8K++tgKyLPqXQ7/8lzX1KoR8krrSJFwm6StK2/ELdMvM0/cOLD3c/7SWfUVZ+gfRG7AREYb2twCmXa/Pa5/XjfVtiJnUimjs79PBWRxPLhifcl8yfR4zR9H07lRvqkt71IX1982rtDGZJrUe0u4fybDviA08+wSQZkp1WQD8fG1vS6r/XPqNc38+QnSowmsZJ4c7c/Gi5h4hvTJ4XvaCRpFVlw/TZGafqw42zNW7EBBWFVw5a59yg0K++EbvD/TvldnbI7XGVtSv3lUekaafFnOy3BgI65DtZDj1zt7TpTckKxPwsW/MK1BHq0pee+7MuHTNTFbkFGlVYrv94/bGEZzrQnjzw2xleIRWTCp+qlKDv77mmOLEfhIzRPXXeSeI/7diq4kimbFuz3Pt/IU1aKDNyokKrH5d2bkw5ARb6220KXPFFuaGQQn9J7Evh5hXq5UUXaMKqx1W2Y4OaA0G9XJo66NIV/hnXJJmImD/pFLkFZYkXG/EX8dl5MrPOlJl9ptTZqdAvvxINnroP/Spm05ZAUJeNmaVAeY108ScVevMZrXee1R8LvIDxmqKy7gDbqw/LnXee3Pt+Ltd5TvGO1DToyOjJ0lN3SZLWFxTrUFaOnJIc7X3PN1XxzF1y3+wOsLv7tidMPHXvrHvy4LvTT9HHFl6ipkBAr/39Dr26f7ueq6hRjhXU7LGzpYfv8C74XFddd/yzrEs/E7OC0nVdybcStcO3ilaS9offi3vajmjj4RdUFVdON/Tgf8tqmCyTlS033J8q4oWyKu3M8953N4+fpc+82X3x7b7wt9ifqWqkJOMdi/32bJV7323RbyvGz9WSRRcqtHWNsvZv198WrdQlz96nrCMHvPee7/1XP2aarqgbp1+ve06h+gkaW14XDbBtOLRH+4vK1GoFvGNeR5v3OojvpZekhFVP9mdlRxdNpFIQzNYXZpyt/W3Naiiq0Et7Nuvw7k26srRaw/NLZE67Vu7vb/aCvZ1tMdmuPbEu/ITXN0/Sladerp0th1WdVyQzb6XWOE9JO9/WE1V1WlXXqA9NPFVacJH0i69EH+++/LDMxIXdgeeCUpnCUu+idNxsubUPSlvX6dDICbp7xBgNyyvSzokLNOytV/RGQZHuqBujtkBQGw97n52uMXq2oia21GDDZJmxM73Xui8wlezYvqaoVE9V1so1Rj8YP1P/9PLjyvO9nw8Hs7WxIPb1+LM3n4j5fn/8wpm7f6JQ6xFZ05Z23+YPsMUF5OKFjKXfjLJV0tmuaUl6pUqSe89Po/83Y2dqyaKL5U5YlLASWJLM0stlxs/zJtCKh8l97XGZ0iq5B/fIffjX0e32ZOfqycrugij314xKCLB1ZuXoJwvO06Lh4zS7rkn+tehbjxzQK9u9z7D8zjZ1hLq0taAkoQeFDu31AtU+d9eOjpZYdFc9Js09N/kvx/d5Y2Yu15G22H2PDS8MmVFZr9FFFXr7UOpSZ6kcSVJ6eH+SFckH2luUGwiqNe74XzFtqQ51dqkorsdn6JdfkZlzrnRgp9wt3cEi/6Tu3pw8OadcrGmP/UFqb5Wx50ojJ+iufakvxe4fPkpHho/W5cU1yh41UQtLqzS9s11fef4vOtRTprIx6jr9GulP4b6ouzbJ3btdpjz8meALsFkX/INUP17atVnu9vVSQams+CCyvIykhza8qmd3bVCFsTS2ZJgub5ytLCugU+MnH8qHq2HKqfpgqEtP7livnEAw2mdqQfUYvX1wt37zrO94n6z0XZIJdHfdi5L/vdfVKdeX2WRd9WWvab3/MU2zFfL3hx01WdaF/yC987pCf/qBd9uGVdKODd6Eqe/88apJp+rqhikKWJZc19Uv1z6jjiTHmtOGN8kuif283ZuTp0cnz9eytnaZsTNlxs2SJAXCX//2WPf7s3rcLAVGTo5+nyN19zcpKJEKShQY+Y+SvNIzs4Z1Z6M0FFXIrbPl5hXKffg3Sa/1jD1HIxumyqx6SG4P08aNxZUanl+iHCuo0Ox3SX+73fu9JPlbmFlnycw43asEUlyh0K+/lXynJZUyJZUyc8+VJe915Lqu1HrEC575Jv9XzDxbmnm23FcelptGZm3oti/KuuFmmSLfeajv5+80lg60t8oYo2+8+Fd1hULqDC+0aw0G9XTl8Ojni/vEnxTat937ecPeLvD+Brty8jVesUGK0MP/q8B1vp85RVmt0CO/8Sqs5Bb0/Fkcd93x20UrNTonV++fs1JWW4dcX9nEyO/anHm9rMmLkwQJjMzya2RNXSJ350aF/ufrCU8XrGvStRO9CgLuhIUK/ddNiducfo3m7tmoR7Z5pToTAmzhc+pDWbHX4+8UV0SvK/cnuR5r6yE4lm0F9FpJhdYVlmjs4QMyoZDcjW/IxFU7iHlNVo6QmX6a3Ae6exCFbvlgTH+d1rjFnFeOnaNb21qirwdJOpyVLXPdt7zqNL/r/Xr9N6PGR8/X9rY166+bXtNfN72maRUj9KEJp2i/73w4K2WAzXcNPGaa9M7rvc7XbCiM7fm74fBe/Ue4KscDW97QztbDWu47F3E3vSnNOaf7+84Oaf0rKvH1ZH+prEpz92xXie983n30t+p69LcyUzNfO79rzFQNaz4sbfdl7N/7c5lz3i9JCvjmez5yyhXKKy5X1523SOu7A7VvFpXpuYoalfvKNbovPSB30iIv29R3LbcrJ097c/J0T603xZnyNRa/0LYlRbChlzYu7p6tXpA7gwDbtyfNjQ1y+fe35nmF7v5JwnEgZkgvP6yAL8Bmyod7fWLllWKe0dWeNMDWEerSlvwibckr7O5tt3OjQq89kbBtpzHdCyviz+8iuuI+A7NzZZ15ndw1z3vHqZw8adjI2HP0iH075K5/Re47r3uvq9yCxMXs7a3S9g1SbWPs7b7s2035hdpYUJSy5UwyoTtvkXLyY0uvNnb3j962+ELd3RbXtqW8Vu8e4/udZ2V75dwlmTOu1R9HjNELuzdqZ36hPv3GCzKR11dFncacfo20+GK5bz6jm7ev1VtFpQrJ6PzNb3VXGqkZ7X2GRvjeL1LiApPTR0/X2vU9l4h/o7g8scehL5Do9jDv1iPXlXZsUOilB7uvufZskRsKxSRIHI77PPjd+hd1ve3lLDcHs/StSfNU1docs3D29jETo4ux4tsPvV1QHLtAsvmgVF4Te91XVC73ff+kXWueUU3ce/q5QEDlnbHX1XtkdM+m8AIvufr+qgfV3NmhJ4fVRjPGI56tqNGUznYVZOWoKxTS6/u36UhHuyaX18YsasfRMxA5hPfKC7BdoMQA2wXhr70tZZ0q6SJJbyguGGfbdpWkMyV1SHo48aE4Fvyfnx1WwCtlJcW8Ubc3H5BrjJ6riL1oe6uoxGtq6bsIsN7zTYV+f3P3h2FXp0I/+5zMzDNkllzmrRjynxjnFcrMe1evFzBvFpVJB3bq88/eKdd19dlpZ2hMsbeKrKWrQ11pBtj2h1cutFmB7gBbW4vc3VuksmopJ9/LavEdFI2veWZLOMiXF8xS0AqoKxRKWhPX3b5eJibA5jvBGmHLOvXSpBeB/omodFjXfE2hX30zenB333ldJiHA5jtA142TGTle1gUfV+jpP3sfpsbEvBCsa7+u0C+/psRCDOH7L7vJy5AKa1/5UT2yNfYQceW8lTIhI/fVR70LixG2ZlqWvjV7hb70/F+i25Vl58sUlKhk4kK1PpN61evzuzcmrOhP5UB2rr4wfbEWlQ7XZU2zVdV+SDv39V67+vndG5VqvUx2ihKk8Z7b9Y5m+F4PVqrAUC8nzB3G0uFgVkLpq39cdr0+8dTvYm5rCWYpUFoVLf0iSaZ6lAKf+rlc11Xo1n/wTuLaWrwLvV64Lz0g96UHYm5rDQT1TkFxd0+UTeF+fHETPNvCQYiWrg79cq0XZMmxgmpLsrrnz++s0pxhDaqKK3/RFX4tNge7P8bcJ/6oUDAoM/NM72LmyAG5b70cMyFyOC7Q3VRSpTUHui96DpxxrYp/9W2p1Tupd994Su4bT8nMPU/us7EZHgm2rfdWuyUpJWKt+LBU16RT8ovkjp0td/0rurerXQcPJi+RK0mHO9v01sHdCb+XpcO9qWTTMFnmzOvl/u22hMea5ddK+3bIjJkmE1kZmu1N6IXuvCXmxD9i0cjJyvP1w7TGz1Neva29L3of4fvGzpT27PR+ny2He3ydFI4Yr4XzL5CbUyR3yxq1TZinqn1bNLNypIZV1Ern3qiuTW9GPwNCf/yhrPd8IzFb0A3FXNBfO+NMlYeDx1NPv1b1bc26OBBUthVUwLLUVVnX/bNtdqStb0n+RvddnYoeswJB3bL4Cr2wa6NuW5N8pfbOvAI9VF0fLdmn5oMK/c/XZJ33Qe+45VN38WekV+6TJK0vKlXX8DEKJGl8LEmmbpys065U6NE75L5wX8rfo6kaKctYWl43XsvrvIUVbnF10tXJKijVrOJKzayslzFGr/uOZ/vbWyRjtCM3X6MiFxb7dyYG2Hoo55LMs1XJO5OsHDVVj21bpxGFpbpy7ByV5xREm8bPGTZKc4bFlV59jxfod0MhuW8+7ZVS7GiTGd6YmAlaMkxmwfnR4JokWcaKaWB90ejpenP/drV1deojk5aoochbvOOu/Gi01K77/L3eRE6E77PYWJasiz8l7d+lkspa/ZOMd14STqq595X7tTP8WbPuYHeW5p/qx8YE2ExxhaypS6SpS+Tu3Z406GRd8hkpmKVfb14lNxw86bAC+q9J8/WR15/1Jq+qG3T3sNpeg5ntgYD2+3r1SJL79zvkTj21O9DsK2dU0ENWZfcPYfS/o+yUAbaYTUu9rCpTXiPrEz/1ftfrX5FKq2Rd/CmZyPOF/1Zm1pneV0nuhAUK/d8t0oHdenXGUk0vKJZdUq3frn9BB7Nz9LPJC/T+N56LTlRmTTlVH599XtJx+M9Nj3S0qSMU0tOVNYkBtjiupFer6rt7mB3Y6V2c5xXKFJVHz30lxUx6WLmFyuk8EhPgqvZ9Zn144qlatXdr9PMuXUeSfJbsT7LoZG9cptsVjbM1rWKEynLypTGz5LY2K3Trx2K2cZ9LvDTr9H0+NhSWa8KkxbKmLJGMFV3J/77dm/Qz50l1hLoUNFbMhO/1TQs0v3p0zD7zg9l695hZMaVj4+UGgprSMDWmjFPo9i9KBSUyM8+QIpnQxpJGTvQ+J2obZeIntOKsbJiqlQ1TE25PtbI3aAV06vBxCbePLq7U5+ZfIr0a/hmSTfgky3J55zV1/e5fZF30SS+Dwnm2O7hQUumVBI5XM9rrPdLRJpUPl3XeB7yV8aOneNkA4eyB0K+/5a1o952/BHILoud4xhhV5RZFSx/5La1tkmWMLmqYrtX7tmp8abWq8oo1paxWgRT9O06rbdLDW9eoIqdAy2oT+2ZnwhhLZupSaepSb6Jrs6PQI7+ROtpkvftzMsPqNU7SV2edq5bODv3ceVK7W7snhk+pGasJpTWaVD48ppyiLv9HuYf2eYH74Y0KPfQrad92yRiZqUu8RZzhhZxm/kq5TydmQplZZyXeZox3DJi4MOY8MFKBxMw8QyEZr9Sf/3HLrvIWZa3uXjzmPvV/Mmde172R75jhZbA1a93BXUkn3B+oGen7fHETFnv9qsGrBLMzN0nnjr3b5La3SlZA7toX5Pr6xamwrPs8ef0r3oRy/OPjJ3p9rIs/rSt9wSF37nkxAbbo7X+7TaGd78S8f6zzPyYVlslUe+8FUzVS1jVf97IjfGKq3JRUythzvMVdIyfImrdCpt57TeYd6D6nbu7s0M6WQxqWWyhjjDpd71ok/jpgpj1f2Z2H1Z5iUWP8wgW/oGVJxuiN4nKNDVfrce+/XaGta2UWXSgT6VXl24cZNUlmyqkxATZJXrAq8py+bLJhuYWaWDpcp9eN132bu7dZXNOo3Jx8qX68rA/9UO6qv3tZhykCo/7rJb9X9mzW5iP7tcdX5jfbv+jWx/XNe1iTFsttmNy9WK+kStYZ13rzO2GPDauV4w8ox9kZfl9HqnlIkjas9oKU4b956K5/jwlkSV4p0C9MW6wfP/9Q4hjjzs3TUT1vhWQFYhadum88JbdxuhdIjLz2jaXcolJJknXKJV6QOydf1tIrtLmrTa0bXo79WXZtkvv8fTJzzo45Vu+Ke4+mCrBtqG3UrNd9FTGaDyXP0uql4o37+B/kTlyYdoCt3VgqrKiVLvqklCRrLH5hUlLxcyK+n3FDQbHy9u/Qwuoxitce/iz95egJ+sfXvQWc/mxWv2cqhnf31fQtHosdrO93O3Jid5uUUZOlMdO9wGNJpXdt7CttKknau02hv9wqdXXKfe2J6DlrPHf/jpjzEbe9JZql2yWjbXkFerugRDPSOI+OEX/M9S/QKa2WdnQfS29ddHlM6dVk3j1mpqrzijSmuFKBeRd4gazCMq96imVJ+cUyM89Q+4ud0pF9emD4KO2qbdQHy0d4pX4DQbl/uz1phZ5kpg9v1D8WV+i7L6e+zv1j/TgtmbZcgU1vRBfeutt8mXP+z4trviblFXlJBckWOi2/1qvAEw76h579a/dcVETLIamle59u3PzS0zs3aHndBNUXlnkLlIzRrtx8dZUMU+DALu2vGhkNrkmJiyHuHT1Rl+7brcrI4rXIMdMf6LUCCloBvW+8F8hrdS1tf/Yu3V8zSp2Wpea487C2uOoyzeGEjOfLq9Vw+IAWdnRof1uzVhWV6bWSCh3ubFNBVo5+9NojeiPciml0UYVump54foOBNxABttskfU7S523bvs9xnBckybbt2eHbWyTdGtnYtu1GeeVwtzmOE7nS/Q95AbZP27Z9r+M4T4S3LZT0X5KKJf274zipZyJxDHV/tEdSaCVpe0vyFQYTyutkzbtY7qpHvROmhskyFbWyrviCQvf/MubDzH3xfi+La9mV3oqlyDOOnCBr5hkKbXtbrpN8guKmaYsVsixJbjQQdPuap/WN2e+S5K1k25sde0LzeJJSRp1WIHpi2xIIRvszhB78n2idYclbie3PYLPyi6UO73vnwA595pk/qja/RF+acY663JBeKquKXdkuxa4CkWKDisGspDXIM2WWXCYzrF5m2VVyH/ilJMl95i65M8+QyesuL+b6TqZNuO6xGTNVgTFTvROFQJYXQHj1Eal6lEzlCJllVyZkwUjyJgdqx0YnA8yss5TbOF3a1t3ToyKnQNV5xdKyq+QuvSIm8DMsr0in19l6cIujbCug02q9gEJxdp6WDh+nx7e/pTNHTNBLezZrW1zZlsjqw8JgjrKsgPalyICSpLZAUPYIb9J6fGmNVqcRYJOUvLSapCwr/UNqTMA11QlvL+VustyQZIxX49knN5iVNOyZF0g+cWKM8TIa43pGSJI55VKZksq0TqZbraAOj54q9VBSQJIOJWl+nCy4FvH/XntE35i9Iua2rvCFcvxJiPvoHXJfe1KBa7/uBSH877FAUE0VI7R6v/d3rsor0ryq0TEBtuLcAlmXfEqh//1OzMVAr8G1yHYbVktxJ2tmypLoanBJMvlFMpMX64JQl8q2rdWO5oMaUVCmTrdLj2xbq53hk7GvvXBX9CRKkiaW1mh+9WjNqOiuv29NXqxQ62G5f/cFVEdN9ib1kzBF5bIu+7xCt30p4WIkxxegiKgrKNVVY+do7YFdOm/kZJntm9Lqb2JqvNX/ZuZyaeZyTZY0WbNitrGWX9sdKDqwU6G7/0OB82N7eqjlSHeANidfo+MyVMvi+ktYy66KCeyHnrxT1vTTpRFN3vHOvyo3mK0sK6D51aPV2tWh365/QaEk77nfj2zSnOIqFa0NZ6Tt25Gwwtq69LOqLSrX/KrRWrV3i84dOVlZ086U+/ffJ78wjAQYFl3o9YLZui4x6GksaXiSCeQx06TG6dJbL8duHpnsCx+bkq1U2+kLsIXu/a/EoGaSY5GZsEBm4gKFHv5fmRG2zOlXexfzLYdl7dsivR07jmwroHPqJ+k8X4ZDuoxleZOYExZ4QfJQl1Q+XO6WtVKoS9a8d6Uu2edTkp2n78w9X12hUGxZ35HjpUCw+73tW/hj4j5vTVaONCx5AHFUYXl0Mcfj27szgKZXj5H0SPeGvok8U14j64M/UOien0bPe8yCldFJpOp9m7XTl520vbhcgX/oPu6uf/Ee6Ujy0kl+P7Kn64urn1H0E7WjzQtQhINf/gBbfmmV4rtTRD57/Q5m5XiLnF560Fu9O2ZawoSXJKmiO+vMWJaslR/1jjOFZUk/M/1Mbr4Cl3lZCcvD/7pCIa05sFO7Ww/rXTPPlXXaNd6kauvhHlepF/hWpDZ3tqs91KnHq0ZoY0Gxbno9+USNJJmGKfrC0mvkvuwrJRVe0OTKW1hkwv1UXF9mtMnNV+uB2M+wyxtnR/9fnJ2nRTWNenH3Jq3el3zy86ZpZ+qtQ7v1/K53otluSTPYkmRYPL1jfXQSuCwnX0uGj4v5fZvcfJlZZ/UYzJe8Pi4/WvjuHkthT6+s1z+VnK9sK6iWrg69sGujJpbVqCa/JOVj5lY16Mkd66MX+vEiJcpUPz52MuTIAbmP/d63YXXCIoxjxcovUiiy0KytWW5XZ0yJdzd+lXzEpjeTloQ1ExYmfU+Y/GJZF39K7ta3ZCYtkvGVHDcNk72suAjfuYskKe4a5/yGqbr19e7XctBY+u7cC6IBxrPqJ+qs+t6Pp5L07jGzNLtypGryi5U3gH8Dk18kNc1WoGl2wn3Dw6+pm6adqRf3bFJ7V6emlNfFLKZI2F9Rmcx873zRuvDjXnnsuiaZsurY7Ras9M7LCkvlPvpbuR1tspZeEZtdFr/vejvluaA1c7ncaUulA7uk0uqYa5quTW96t0tyVz+mrk1vyLrg415Jcd85XqdlaV9bs/a0Jr8m2JuTp7/VjNKZ299JuO/fxs+Mlg/eGXdeFBH6w7/K1IxJWBxnJi+W+/RdSrVg0pxyqczEBTIFJXLfXqXQi/dLzQdlLbpIZkxiANtUjZRZeIHcJ+9MuM99OS4gMmZawvvADBuRcI5jGqd3/98YmfM+KHfZ1THXsZJiXpt3bVyluzau0oKq0brOXhCtCnEoK0shGVmRovfDRqhg99tqTxFAbOshQysrHETYHJdd7r72hBTMkjn9Gu8GfwAlEJQxlrcQ9S+3Jg3Yd/jO3xbXNMoYo4tGT9fMynr9bv2Lqiso1SWju7NZTF6hzNxzpbnnyj28X6HbvhB7vlvdoE/NPFfffSWumkLY+kO79ZbvdWPt2pRwjJMUW64tv0jWuJlyh4/xXsfVDTLBLFk3/qvc9S+rvbJe//tWeotKNsf1Nw/d/RNZN9zs/d6SnGt8ds4K7TRG6jJSD/3nzZJ3y0w/3Sute/8vpNYjMvXjvfdA5HwrmC1V1slk5cj68C1e39jI4r/4a183FF2sZCpqFbi+u3rQWZKe3bVB+7NjgyjuY7+TW1YdPb9uN1ZC9YDWFK+x5tx8rfdn36fK5umtPO6RA9La56OLR5Mx59zgVRR49RF11I/Xx8fP97Khb/xXyRiF7v15YgAqfh/LruqeF9qwSl3/9j6Zyad4t/veA52WpV+seVqHw72EJ5UNj1Ygag9/lm7JK1QoEPR6ciXRHAhqVWllNMDmpmpHExfYiI41J09m4oLo94GLPyV3y1q5m53YMpDRSlYtCZVLoja+IXfcrO4+l76ymTtz89RpBbR97HSppbn3Kh1F5bFVpVIYNnyMSvdt1v72Fs2srO81uCZJpTn5Or+hu/y2UlSOeU/TfH3n5XsVcl0tmbRYVpnv3P68Dyg0dqbcu3/S85MFsmSsgBqKKvSlGefoWy/dk3SzLstScPJiaURTd2WbPVsVevavsuaeG3vMySuSKSyVdfGnvWOcnzGyGibLnbzIq7IkJQbXJO895Nvnx+au0J/2bI5ZvPD49nW6YuwctYf/9q4x6rjoUwpuW6eikROV/cp90QUZ8RlsH1l6jdxHfhOtDhENivsXcMQ9JnfmGfpD0ETnow4Hs7Q5r1AjWg7rzaKylIsrXWPUueTdyq+fpB++fJ82hK8dDne0qTS7M+ac++1De9QVCqX1OkH/9DvA5jjOBtu2Py3px5Kesm07cua0LLz/ax3H8V8BPChplKTrFe6V5jjO32zb/jdJn5L0d9u2n5C0W9Ip8nq4PSbpM/0dKwaefwJvY4qa2WOLq7wPsdlnS7PPjt5uiitlrfyot1rIV+PYffURuYf2yjT6PgDCk1Rm+dVSvS1TOULutnVyH73DW81+9vuVvfW1mFJwkrTDF/Rr7mzXo9UjtHjXFlW0t8pMWqRTG2cqFBdgO1JQEi0VcTgrS4pkc/uCa5K8bDpf6nugoETaH5vmu7X5gHdAc12tLS7TzeNnaWF7uxau9/blvv6kQtUNMo3T5T5/X2yN//AHk3X9txW6LXHVeyrmvA/Isud6+w+Fulezjp/nTRSFPyxC//5xaXijrAUrvbr8/g/zovLYfUYu2kc0yfiaAlvTl8ltmCJ3zXMx9fjN5MVeb4gVH/YmwpI0320s7q5Pb5Ic7C8ZPUNji6tUnVek2oLS6O1XjJ2jyxpnyTKWJpfX6uZXH0g6KX7VuDlqKqnSp5/+Y6pflSRpargB9oLqMfr924kBpmRCrqtAkg+7nkrZxItZQZnqhDeNHmyS1wco0jzXJGmuHZGsFEOEGTkhpnSRJKmoXGb2Wd7f8sM/8k6w//uryVcNBYL6wtyVGpZfIvcdJ3UPrJIqjR0+Vlt8k9LxTq0Zqyd2rFdX+Off0XJIf934ms4d2d0/IprBlmwicPdmhV58IDGAnVuoD046VT9a/Yg2H9mny8bMUnVesSxjFHJdVeYWqCQ7T6ZqlKzLbpL76qMxK4/jmVlnycw+y5uciay6evlhaX9sPXqz6MKkj8+yAtGspIg1B3ZGA2z+4FrQWLreXqjiJCX8TMmwmFeeNf9dKccsee9nM/tM7/jpvz0+qzXs1OHjoqv63bnnyF37fMo+AFH+uuypxtE4XWbaMrmvhE8b3npJoZcfkjV9WfdG/iBgfLZVsn3WjYvNnt30pkKb3vTKiJ17Y+wiBt/n19LaJs2srNef31mlZ3duSAj45jbNliIBtthnlHXRJ2TCZXuvtxfEBODNuz4od98FCv32e90XxlZApskraWaCWV7ASlLo5Ye8/jy7NnoZzNNOiy52iHlGY7wMurUvRMvzmXmJmTzlOQUyMjHHpV3+PhcHdspd9XevbJYiZbC6j0Vm+bVeH5H68TJWILa8lAlIBSU6M79Y929+U4d85abqC8v7Xfs9+vuzAjILVvZpHwFjKRCI/Wwx2Xky05clluyUZOIyb3oyoawm2hvHn8FTV1AqM2lxOAhtZKacGvsc+UXeRXx7i2QFY4IFp9eO1ypfQ/U9cQ3b3zVqiv7dN1nuN7Z4WDTgty2vUHeMbNLlG7vL/Lov3u9lU0hyfVlc+SWV0qHuU/QvzjhbW5KsAr68cbas2ia5Cy+I/m1CznNexkZkfzn53gpX/89rWQnnE5kIWJY+ODG21JaZnPozLvo4Y0Wzol15F5uStLGgWL+adqqueuPZpMcwM2mRLMtSV12TtCWxTLL7yqMyp3u/x5iVxTn5mjtsVLRk+ul1dtIg1ZTy2qQBtqCxNKKwTKOLK1UQzI4G2LY1H1RzZ7vyfecLyUpEPrGjO1M2UtownrXk3V5Z3zeeTl0FoaSyx+BaRGRxXXYgqGV1yT834v3D5NP09qHd6nJdff/VB+XvGFManti1LvqkQr/8qpd1lIR/kv1YM5blLZ6JHMf3bInNQPNPkNaMSSidlLC/+tS/NxPpyxZ/++gpcoPZsZ9jEQWlXhkin2kVI/Qfp1ypjYf36ukdb2tCWU3Sc4h0WMZobElVnx7bX0XZuVqSJLOwN6a0ysvmT3afMdEFFObs96W3wxF2tH+YGT8vcZ+BYEIvWkmyrv6qQj/2LR46sNsrUXz6VQklIve2NWtv3LE/ImgsVdpzpbgA24G6pmjfRknKHd4orXs1cQfb1kdLtMWMu3aszIoPJy1trtIqmdlndgcVRk9RwJc9noo1f4U0f4XcbesVuuN7yXuQFZSkXHhhzV+h0PpXvMBB4/TowoaYcccF1yQpL5DYjuGpnW/r6nFzo5/VnVZAD4ydpjN3bPSykhumqGV77KKS0uy86GKGQx1t2t58IOkigsj15xvFFTqSla0Cf8lCX/nd+ACbFD5fvfFfpXUvJgRyysfPU05XmypzC3VKTfdrv6GoQp+ddoZ6YgpLZd3wL94kcrtXfceMnan6Ht77D29do0NZ2dqVk6dhbS3eeHdt8jJq/VpiA2ySEsrcmsJSmalLlStJaQbYtucVas3889T0dDiA3XJY7lsvxfTCjaqoVUlJlUqNkU67Uu4pl8acD8fIyffel/nFCpzfncXtjpzoldjPypF19vuigRGTWyDr2m8o9O+fUKqAc0+uGTdPz1lZCe+/SOUEyesfGT9h3pIiwOa6Ib1YXuULsPWtRKQkhe76iVRanfzOijpZE7y+g2b4GPmXMJjCUkmSNeN0hXoLsDXNkfvob2MXqK5+zMuA9QfYwseTP4TnXR7a4ugrs87V8PySaAZbyLLUVjVSeSkqgbxU26g2//xSOhlsvfSZNnXjZOrGqeu1J9LqExnhvv6k3NeflHX5P8rUjpXrC6IVVNRpcU2jTq+1ZU1YHH5tyZtjmbQ4NpO6aqSsiz4ld+3zch/8nx6fM1hYrs9PO1PrDu7SlPLaHrfNVH1hmb4z53x1hLoSKghJkmXPkVtWLXfXRpmcAqmiNjHg5Tve1BeWaUJpTcpFVsYYuaXDvM/P8Jyw+/y9cmefHbvwM3zMN2XVsj52qxfY72iTu/YFmZrRMsUVcnMTxxtj/67YQHVekS4aPV2NxZXRBUnbwvf7S2xnl1TIKqtStqR3jZyiP254WZK3YD5aIrhptkx2rlz/IqDIc4WSB3ojPjFlmT78+G8ivxDdYs+QfXCvXu+lf3PkfLww2D2nsb+tJVo1xu9wZ5tK4hZiYeANRAabHMe51bbtjfIy1hZLapP0uKRvO46TellJ7D4+bdv205I+JmmGpICkdZL+WdIPHMfJvCEXjrqiFLVcp1eMiNY+X9TDRKvJypZ19VflPv2X2FWBb78q923fyUl4Esrk5EdXLZvaRi/dPbdAxlgq3f12j72zmjvb1RoI6p8nztbCQI4uPOWyJKv1jd4YP0eS92G8Ja9QTYf2p9yn/wBdWFypnEPbE9L8D3W0Kjv8gb6+qFT5RcO0cOvb3SXoHv510smOyMSbKfNKLWnXRi9F/ZVHvBIQwWxZ539UkvEawO/YINM4Q8a3CjSmHGB2rtQwJTZLadtbCv3x+zJnvKfHAFtPTOkwmbnnyp2+zFvZ09oss/AC7z5jErJ5InJTZFNFWMbSzMr6lPdJUmPxMN007Sz9ddNqvbynOztwSnmtZlZ62QhfmXmuntj+lh7c6ijHCmrFqCl6bPs6HWhv1UcmLYlOBBdm5eh7cy/QT998QusO7lK2FdB7mubrp3E9biTvAzfZCpCuNE5wIw6nk8HWSw+2V0d6EzRvFZXpVw3jdXHZCOWHgysXj54RPXGNSJXBJskrt/LMXbGp+Esv757oDq+iti7+tNwX/yb3tSdjJnnMaVeoOhwIdc95v5fhE1+OK69Q1nXfVNHmN9STEQVl+sGCS/SxJ7sDQP/3zita7pu0jPRS2JSf/PUVX6pHkpRboCwroE9NPT2mAeynp5yuNQd2eSvAIpMINaNlakar68CuxBVQoybLjJ8rM36ed+E2YUH3qqv44NrZ7/NWaKdpTFFlzGs5YnxpDxNjjdOjzaPN9GWxZcxSMNOWef32Iqu8GqfHlqtN9biyGq887J9/LO3cKOXkeauba0Yr9LfbpJ0bvZXhSbIUk+5v1hndATZ5feHc4sruVdH+11AaATZJXvZsQUnsY4/sV+h3/xy7XVyZoOLsPF09bq5mVtbrh6u7K1KX5eQrp2mOlJ2n0It/iynjYyYukGmIzdRKWI1dViPrxpsVuvNH0sbXZU67ImE1veQtWJA/uNgDE8ySmTBfrj1HOrTPC4TFKczK0TXj5saUpXuhvFrn+popxwShO1q7L4CD2SmzIGPGYYxGF1Xo1b3dPZImpeqlN0SYUy6RcgvlPuFbfJFfLDVMSv2gOOOKq6KB+YjirFwtHT5OpqLemzisGullKCQbQ5ILnAllNcoPZsUE1v2mlddp5aipOtDeolf3btE+X4DnxgmL9Tlf+eS/V9frirIR0feW/2LfPwkxonq0hne1aVvzAY0tHqaRheWqyi3SgwWO9rY1a3rFCM0eNlLjS8M9HHyvbcueI7dpttfTYP2r3oVlkgnPwZIbzFJbu/d6jvTJk6StFTWyPvRD6e1VMZNeZsll0V5e1pnXJU4WSHJfeUhdR/bLOuWSuABbgZaXD9f6Q7tVnlOglSMTszokpcz8WVzTGM2EKPBdJL+xf7u+8Oz/6auzzotm6yYrEek3r6oh5X0mt8A7xliWt0I7FJJGTvDKDhpL1vy+BbPTYRmjxnBfuuxAMGbFfiTAZgJBb4HEA7+MlkKMjt2eJ7PooqM2vrSUD4+eI4X+5xuybviX7kUQvlXy1sLzJdft7pkWLzuvTxUqTFG5rIs+IXfti14JpV2bpKxcr+TcvHO9UpJJjCws18jCvge64TGBoKzLv+BlPsf3wu7pcTl53vWXb6Gm+8pDcpddGZPB1mFZemhrbKDnwoZpqswt1IyKerlyFdi7TSHFloAvWfFhnbF9nVq62nVRwwwVZGUrpKDc15/0rpVXJV+YIcmrTlI9SiavSNYnf+Ytcn3kN9FzAeucG2L62GbKDB8j64ab5b7zWkIAxJxySerHVTfIuvLL3vst7hyrJ/kpjrFbjhyILtqTpFdGNumcld0BlynldXpuV3fgcvawUXpz/3ZtDn9ePrR1ja4cm9jrMXIt0mlZ2j5+nhpX+Rbl7d4s9/A+r0ykf0GHbxGDsSypabZ3nb91ndz1r8iMnakRtY36QXyvyAyY3IJo33gTDpL1FFqIVIN5u6DYC7BJcresjT42Km5ieiDVzT5XpqMzmmmdLLhmmmbLnH51bIZ25Hy4dqzXZ9qXuZcw/sjtI5pkfegHXjZh3HHT5BXKnHdj8uefdlqPP0NDUYUapp+hUHu73MeTL/DtSPJ+iu8XGBFy3diegSmqRaW7IDf+GjUqRflQPzNmmtdy5Hc3J18Y3DDZq9ByxnVyH/zvmL+D+/KDMdlSnXGv65BcPb9ro1aMmhJdZCpJreNmxQbYasdGy7cvrhiuU5oPKbQqPE+TMsDWc2Aj6c9aNSqmZ17Sbaac6i1Y2N19zR762+1eEGhLdwnekso6XTOue0GG9cmfSjs3SWVVMtl5csfNlPvG01JXh8z8ld7rb9ppCm1bn7Lnu+Sdj5fnFmhu+H0+0OIrxCQ8f9XImMof1kWfjOkLH78gqqcAm6RwVu/nuwOQrUe8+c5IoDu3MCaj1mTleAtl8wpjS3f2ch3ibnyj+zWRlRMNrlfndQfFdrUeUsjt7oFq5C1wiThjxAQ9sOVNHexolYzRD+2Z+rG9SBoWnrf0z/tEguIpMikjAnHHhcNZ2Xqhovfr6Uiyy4iC0ugCvvWHdmuELzkhus8OAmzHwoAE2CTJcZy7JN2VxnYNPdz3OynurBFDmj9a7leXX5q070EyJpjlrXJb92JMJluMVKXtfCd3ub2sum0JX8QcysrRnsqR3glVQYnM0iuik/HWuz6oPdnZ0qbVkqQtvU2M+4JSwcJSTSsfoWd3bYjdpKNNpcZ3MAtmySw8P3lpRT/fRYKxLK+PnbyVhu6cs6WC0uhkVjolsyTJOu1yhZKUAXTv/0XM98myJnpjsnNlllzW4zZFWTnRRvdNqVZRZWhUUbk+NPFU/fzNJ/TsrneUF8jSpb4Gr3UFpXp34yxdMmaG2ru6lBvM0ul1tiSTcOFSmpOvz047Q52hLrnyMoxSBdhylfia7OzhBHdqeV3MJHR8iUjXV3YiqqcT5tJq7Zm6VNrhrZB8a+QE5c86L3rRsbzOVk4gqF+v88phZVsB5fTwHjH5xbLe+11p9xaFnr/Xm7AfOyNxu7Jqr+RJuOyJ29YitbfEvGZMQYmXnfq326TCcpnyarkH98hacplMIKjOXgKHY4q9VfTXNy2I6Y314p5Nml/lXSxFLpR35+brcFaOClM15E7B/7cfW1KVcmW2aZgc26dpzDQFLviH2I2SrFiW5DWK95WGTMfS2iZ1uiH9+Z3Y1Y8TeghaGCvgTfp0dngNjdNgwqVr3AkLvRVoExelPUZTXKnA1V+V29HmlUsJn6wFrv5qL49Msq/SKplTLokpAxa684eyPvGfMlZAru+CyaQZYDPGyCxYmdjfIl5B8jJTNfnFXk+o8Pfn1E/y3lfhlduh+38pd9Wj3oX51KXpjckKKHDRJ1KWl+0rYwW8Xj4pLKpp1Lbmg7p/ixfU3pZfqM6z36/gvT+T5AVe3FAoWvIxKoNASUNRecyx7bR+9uc52owVkJl3nty550h7t0uFpVJ2XkZ/l9xglkYXVegtX/+1RTWNygtmS8FsmcV9CwRc2DBDv1rn9TaI9FqMjtuYaNnNzjUhPbHDK8WbbQVUnJUYfDezz+wOXm9/W25rs9fM3Rd4tgrL9Kkpy7Tu4C5NKB0e/dm+OOPs6HP2xBgjVY5Iml0w2HIDWTogb6LQn52eZQVkAkG5cWP29/gxZdVSiiw2rXtRbiBL8vdOzc3XqKJyfXvO+T2OqbF4WEJWaUEwRytGdZ8vx09qtHR16Kkd63Vu+G9/IEmJyIja/BLVJbmo9jPGyEw7Te6UU73sECsgbV3nLVZLERAeaMXZuWpt8QXYfBf8Jr9IgZUfkXt4n9xNjjdBWlo1oMfNvjKN0+Vu7g6AhH76WVkf+DfvsykmQyVLpt6Wdd235L74gJfRmlvgLRC0gjKjJsr0MnmVcgwj7Gi2ub9KBY4Nk1/k9cPLkLXsSoUe+O/Y6g5b18WUTUs28X5KzVgV+BazukXl3ns2ch5dN06B/CJdMib2fN2ac7Y0xzuOu+PnKfS7f0n+8yy6MHotHTk2aNpp3vldkuBDX5j8IqlxutxIb0ErIOv67yRdGBTzuOokPQp7kWoRw3devlfvsxdGv4+fzLygYVo0wBYwlhZVj1F1XnH083hPigW8/uuZrRMXaJw9X6E/3Bwt2Rf6zyQFmJJcixnLSqwScxSOeWfUTYieD14yekZC5Za3iko1d68XhHEf/a26Hv2tNG6WrDnneBmykWstK+BlJfViYfUYPenLsO5JUVaONHZGylLGZtGFsualrtBhSiq9UoT33SbJ9arzVNSl3j7FInFJsuy5Xpbbn3/snQeU1chMW5pWBr0kWXPPkzvnXC/gF1cS8IGaxMUVqQJsrqRDvte0myqDzT9fMHqqtHVtdwnMdBSluShyWL2sq7+s0O1fljrbZSbMl+oneAs8Z3v9nayJC+Q2TveyCiM9wrs6YwJRXUk+t7Ye2a81+3foiO93EWqcIflaIFiLLoyWbzeSlykUKd3ccjhpWVN/+WaTZisPY8+Nlvc34+dLWTnedZ9fQYms8z+q0C++0r3gONk8Ztzv1hhL8h3bzLB6mWGJC8rNsiulkRO8IFZFrULfv6H7zgznFo4F0zBZgU/9XO6+HV6wM26x79LaJr24Z5M2HNqjc+u9BY3P7Nyglb7zX5NXFFMBwL3vv7p3kOZiZVMzusfcU/dtX8lZX6ZZZW531Zd9bc0xPZCzrEDsAkNjVJKd5wXY5L2e/cF8U1gWHYMbCWr7MynT/FwdWVges0AwmchcfGQBmyQ9sOXNmMV6Ef5qMzh6BizAhhNcitrOw/KKEiYLpOS9X3piglmyrvqKVw7gr/+ZuEEak8Y5SYJwljHRCU3/yYu/3I4V7hEUMcx3Irilt0lGf9ZXuG9YfIBtd+vhmN9H0LJkpp4q98n/67EWtnoq59fHySxTXCnrY7cq9KMPp97ICiSWhBggN044Rf+99hmNKizXrMr+95fzu95eqNNqbZXl5CdddWMZS7lBK/r/ngR7+eDrSBEg8l9o5QaC0Z4oH5hwil6LKwvVZVlqCQSU19XlnRi3tURXG0aFUpwijJqswMWf1GluSEWlw7S3rVkzK+vjPvwtLRk+Th2hLj28dY2W1Tb1+nOb7FyptlGBlR/pcbuYx+TkeZO28bcPH6PAe76Z9DGzh43SveFa10ZG14ybq9f2bdMLuzdqesWI6Kqb+dWj9fr+bXpm5wZJ0hPb34oG2NYf6p7Y/vWURbpx/ereyzn04WLVzFjulTnYuUnKypaZc07iRsXl3ioqX5DPWvHhjINrkpQTCOq8kZO19sDOmJVeE0p7XsVkjEnrOJnwuNrGmMbMGT02w+N8KtaccxTqbJf7VHeZDPeF++UWlkpbff380s1gk2RNXSq3qkGhZ+5K2ltQw8d4WShJlOcU6IrGOXpt/zadWTdBY0uGxdxvTr/au8guLM14McJgTBKfN3KytjXv12v7tuvLM89RdijU3XVr5zsK/cC7aDNLL+9+UAYBtsU1Y/XYtrfU5Yb0gQmLYz5fhzJjrJieYZmaWTkyJsBWPQCruRfXjNGOloM62N4SUxI33vkNU/XSno1q7erUByacImOMPj75tGjm5QUN06TiSq9s3JH9UkebQrd+LHFH+cUqDgSjGd8RQyGY0V+pFl1FM/9KKrzm7of3eRfZcQslTOM0uckCbJLXC9h/npFmsKQyt1D/OP0s7Wg5qIaiCr2we6OmlY+IOUdMVtbl/955NRpg8/dgqy8o0yZfX77egmt+MRPnaWQ9D6QxRRUxq9STnbOZwjJv8m4IMdOXSdvXe30Aw9xXH5FZcH5cgM373Zry4TLLr5GWX3N0xkNw7bhhSqsUuOTT6vrxR6MT36EX74+ZWO2M+3vmBIIJn6cmJ9/rf/3mszLDG2Vmn6leVSYPMphpS70+ucnuG6Dzu+j+snNlnfN+hd54WtaUU3sNrvVVfpISkRF/Cpf0krp7p0VU5hbq3xdfoRd2b1RlboFqC0pjssnXH9qtN/ZtV1NpVUxwzr+wMhgIytQ1yiy8MDZDPl4aZXiPlnNHTlK2FVBFboEW1TRqV+thPbqtO9vm1dJKXbJpnbL817lrX1AovkR6XmFa5wkrR01VW1enSrPz5BzYEc0IjBfpG+oOb/SqS8QFnKwrvigzvPfS89akRXJHNHnXYxW1/TqXMXmFClz2+b4/3hhZ59yg0NN/Ce+vSG/L1XM5iX//tDPYUgTYXF8FHWvSIuldH/T67XZ2eK0dehtrkgBPym2LK2Vd+lm529+WmTDfy5aMCzyanDyvt2NeYXevbZ/OJPMRm5v3xyyqlaTykkpvQdwzd0vVoxPOVYxleedvkYVjW9ZII+MWnWdQIjK633EzZV34CW9+ZvRUacva2ABbTr63iLZkmKwPfl+h/9fDvEkG164xY8jOk5nYvSjAuuFmhe74ZynUKWvxxX3a57FgyqqlJFVacgJB3TTtTDV3tkcXjcT0g4s8vmGS3GQltpMsJExqeC9zmP42J76gXdAKqCI3X7tbj8iVYuZzy3ISswRHF1VEz78TKrr552kjgeWYHmzpvQ6r84p6DbBFntvfekfyKj/F23R4X7QiCY4eAmzol7KcfF05drZ+tS62aXymATZJMlnZXp8wK5BQi9wM730CONlkSsh1tWrvVk2tqIs5ecnrYQJwekW9CoIv6Uhnm0pH2NLWt6UDu1Nu7w3QSLkFarCK9Ompy/Wvr3Y3kPY3zZS8lXHGsmR96Ady7/lpd2m5eEkO5gPBZOV4K0w6O+Q+8cfEXjRjph21Mk9NJVX65uwVR2XfljEaUzzwF2zJSi2mDLD5LrQuaJiuls52VecVa2ZlvdYdTAz+HA5mK68rPFm2b4dX5s8vPoMtK0cqKpe10guQBoyleVU9n0gsrxuf0OdrsNUXlum6pvna2nxAZ9ZNUFF2rhZWj9El7TO8Hmi+C6KLGqbr2Z3vyJWrNQd2alfLIQWtgG5zuk/CdxSWKPDe78rdvkGhXycP6kmS+jAZZYJZvZYEMcaSmXueVyJ19BRZZ7/fCzz2Q11BaTTAVpFToNokvR9OJKZhSmyA7bEkyeyFZYm39bTPmgYFzv+o3M4O72/f1emVRCwf3ms23JLacVpSm3zS2VhW4nt1CMsLZuljk+New2NnJpRgcx/5Tfc3SSb5UynJztN3556vTjeUMGl1Iltc06i/vPNqdCHFQJRgs4wVk4GdSkl2nr4390K1dnVGS8dOLBuuG8cv1oH2Fi2uafSyEaYuSd2UPb84YaXviSRVGer68HHEGEvWig/Lff0JmfHzE34XZsZyqa1F7q5N0vrEC9WY1eEZZCONKirXqHBg/pz6xCBqXjBLNXnF2h5XCuqJ7W9pZ8uhaBnygLG0YtSUaM8ISUn70Q5FjcVVejq8cEaSyrL7ls11rJlAUOa8D6rLH2B76s9y55wbN4l34r6v0D/WOTcodOct3jdrX5DrC1zETzpPLkseILCmLpXSzJ6XwlkBjdOlt16WZGRd9vm0SokPNDN2pgJje/98649UGWyStNdX1jc+g03yriPnDOvOLPEHN5s72/WD1Q9pZmW9PjChuy+of2FlMNLzvHpUz927BvH4kB/MjqkwdOXYOeoMdWfEH8jO1TMT5mnxa6lL00lKbAGQQllOvm6c4AVfXt+3LboIqCCYoyOd3qLEWZUjdWHDdEne+bUZPy+m/7U56/q0gmvR7eMWxQ0mUzUyZtFq4NAeuS8nZuilzGBzXR3yz1m1pJHBZiwvQB4Oclif+E+5znPJe9T5xpkJM3xMen+T0VO9UqJx444vESkpZtGNJBUEs70Fz4sukjvtNCm/JPmiktqx0R7Z7urHpeGNMlk53rVfINhrab5UjD9TeUSTzHkf8K6bRk2SGTvTCywqvHjgspsU+ut/xi68j+xngEqpmqIyWe/9jiS3X2V7B5MxJiYjO+k2ExfKDQelY+9I9zksWZ/8qVcG3Qp4SQnD6hX6639IO2L7l/oz2CRvoUWk3dDft3X30EzW+mDFqCl6ec9mtXR16IbxcZmtpVVe9bWuDunIAbkth/pUqjSda+rInHtBVo4KgtkxGaDxIv2dcXRxBYB+O3X4OM0ZNkqfeKq7xFd/VrCbptnegfHBX8ld+7zMmOlpleNIVf7ux68/qpvnXRSzEq2n8eUFs/TJKcvkHNihucMavIakt3yw5yfPLYx+6DeVVOmHCy/Vd166TzuS1MoORHpaGSOd8Z6UAbajvXLXBLOkUy+VGTlRocd+762wyMmXdZRW2h6vlteNV0NhuW59/e/RJsQdbqoMtu4T3KKsHJ1W213qI9lk3zDfBF3o0d8qcPk/xm7g/zAuq5F19VelYPC4PbHyW1Ade2JujFF5kqByaU6+JpcP16q9Xgbgl55PPOmKnkxUj5KZvkzuyw8lbOM9ydH7vVnzzpM7+6wBm7A+rbZJaw/s1O7Ww3r3mJknREZJj9K4uOvrRXOkn6WsQEZ9U05k1vwVCsUF2PrDGKMsc/IE1yTvmH7D+MV6YvtbmlA2PKPsoYGQHQhGe1JGzBoWl4k2711Se0viQhp52QsnstwUE60LfZ89PU0SmUBQZtGFkiR33UsKvXBfTF+NaBHZ7LwBzyS6YcIiffPFe2Ju8/dSlLyL6mkVsdUM/H3NhrKxxbHH8tJ+Lkg51swZ74kpre7e5/UfjSLAhlRGT/XOQ+J7+0o6EFeF4KwR6ZX/T4d1zg1yX3nY65szCMG1Y6WnBbR+wTSO2QVJqkK8uHuTukKhaB9u/3Vf9Byot8WeQ+wabvawkdEAmyStG2nrlNpxcl97wisfnEwfjnETy4brpulnanvzQc2sHKn1B3erMCsnuuglwpxysZfBll/slTAd4GzKwZSdokRhygw2ubE925sPym1vSezj619cE/faNlZAGj01MegbCIYzr02feoKmw1iWVNMgvb0q5vbaogq943Ymf1DYRyZ194E2PSywtKYvi2ZYum8+I/etl2UmLZb76iNS3TiZUb6FTGlmDiV9HnuuZM9Nep+pGyfrum971Q1kpEN7vcVtFXUZ9XfujTcXcGLPB5jSKq+FxYOxbR5MXVOKRyTZh7Fk4rL8rAXndy9uiWwXt3i5yJcl51/kNrk8sdpJcXhxaUcolLCww1jhCik7vYCe+/ffefPZ0cEkfx0uqh6jJ3yV1JbV2r2W2PV/5p1Wa+uujatSbrurp8ppGDBcAWBAxJ/Q9rduuDFWxmVVkpWIjNjafEAtXf4Skam3lbwVzvEnfD2Ku1jJDXhBupuevTNh04DvoGqycmRmnZkw+WVd8cVj0gvDGMvLuBk1Udq81mu4Grea42RnGaOm0mpV5xVpQzhNO1kGW0tnh17Y3T3BEr/qpCsUin9IrGQXMf4VaZaVdn+tE838qtHRAFsyh8OrII0x0pLLBiXAJmlAs0Eqcwv1hXAfpJOBlxnwgaRNxaNKk/fJQ+ZM1UiZ2WfLfeXhmNKmUSfQhMbRNLm8NumF11BhLEtmyWVy68Z5vUQCQa9H3MwzZOaeO9jDO6qS9aX71uwVGtaH1cRm7AwFxs5Q188+Lx2Mq2hwFIJDIwrKYnrlJOMmyVZLlpUxFNXEnWdWHKWKDUeLNeVUhQ7u9spWKVwy1I8AG1Iwxshafq1Ct30h4b6Hq7snuYuzcjUyw6z9Hp83Ozd5ifMTTPwC2h8uuFSffeaPao+7bgumcawsCGbLMiYhM/hQR6tKw1nL/gWX0aBdUbnk7+Tr75knxfa7HQLiS9B3ypU15VRpyqlyd7yj0K++kfAYc8qlfXqu0UWVGl3kBSBT9ZY2eUUy597Yp/0PddkpAjwbD+/T4Y5WFcadt4RcVyHLUqsVUG74NeS+8XRiZRX/HEOSOTiTG5clXlota+llCj31F5mm2RmXu8+EqaiTGxdge8+Exbq6rFpBK6D7Nr+uP779csz9542cHNNTqkd1TV7VjUjwoKNN7ssPev/f9GZsH/WjWGXDZGXLTO7ObnUnLZQKywakj+XJxpq2VJq2VO7B3Qo99GuprUVmes/VhHo1eqoX8NzT3TPcNM2O2SRZAkbQWGoqSSx5KXllJVO1lTENk+RGAmyvPeEtWIhI8ZjzRk7RwY5Wrdm/U9c0zVN9YZnePWam7lifekGsf879vJGTeg6wtRwa8F7wSHR8XIlhCOi97Myi8Krg4qzchNWpx0JBD6vWDrS3pF0iMhnTNCf8HyMz84yE+60kTW9L41cXhQXiDmrmlEu8tPOCEqmsWta1X8+oFMJAMFZAZuT4o3qCdbw75JuEfm7XO9p6ZL/+unF1NEvxRV9wTVL0AiLC3zdFkiwZPTSil1Wk/ou642Ti7GjorTyi/+LXBIJenxTJW/3oe79apwzdmuXwVgeac27wFiwkC/Qfg0UHJxPr1EsV+Nitsj7xnzKnxy5mMePnDdKocDSYsTNlffKnsv7hJwp85EeyFqw8octDSl7D8nglKc7L0pbsHCnJ8wyEYb2U6o6c0142prvX57tG9l7tYSiwjNEHJpyi+oIyXTJ6Rq8lg4Yis/BCr+xeMgNUEgonJlNWLeu6b8XctqturFqD3cdku7SaSbA+yLICumzMLA3PK9Z7muYrN5iVEFyTlJD9nUzQCujsERMTKpAc7GiN/j8mgy08aWoi/ZoDQZk55yjwif+UmXVWdDszprtE41AQ/zrzLwg11aNigzn142Vd/o9e/3pkLLuHYMs/v3J/QjDXDc+/5fpfw+ESdrEbxpaITMb/dzTjZsmMmabAVV+SNefoLuY0DZPjb5HyCqOBiVNrxiY8piYv/cXexrJiyzn2JEUG4dFgiisJrvWTKa5U4IJ/UOCyz/e79KsxRtaKD3XfUDNaGjkhZptkc8mlOXl9an/gP+YnSPH5U5FboI9OWqpbFr07Wq74tFpbF4+eEVN9I+Jjk5bGfG8ZS1U9nH+2dHVoR6oysxgwJ/bVNY4KN8UJ/+WNszWtYoRGFZandeI60CJ9SCKW1Tbpoa1eg/r9cQG23jLY4pnTrpAq62RqG6X68d5KnH3buzcYkZi2nOrCyIpL7TZWQKaHtHMMDXvauk9oH9zi6MXdm7SvrVnP7XpHX511XkzjZsuYhNfjhNIaPb3zbUnS8LxifWrqcuVbAclXftRta5bx93LpZUXayaIsg/42kmQtu0ru7LOk/BJv1Wh+sRfAHmEfpRFioFgT5kvh8rjuoX0K3fszqbNd1gUfZ7LpKDFWwCsXOG2p3K3rpM4OSmmegE6E0sKZqIzrI2jJ9LtHoCkfLnfLmtgbM/x8StfC6jH6dVx/4/j7JWnJ8HEqzMpRcXZutLfb8WBmZb1mVtYP9jD6zBgj6+z3KXT7lyXf+Z8547pobxYgpdJqqXKEV56/erSqV35Mer67D21Pi0bRs2V1tpbV9Xy+n6wkfTLnN0zT+Q3T9P1VD+rN/TskeYt2I/wVTfxZcdYpF8tdfGH0c9csvEAqqZQpGXZMKtT0R/xCFHPalTKN06X8IpmqUckfhLSkKhEpSTtaDmnzkX0x/XwjAbc/143Ryi3hUnHtXoDXbTks962XZEaMT6h4k4xZdpW3YLyzXRo1cOVnezUiNsPMTFoUUy0pL5itmRX1enHPpuhtpRmeV5lpS+W+8VTvG/ajRCSOf6Z8uKzrvyN34xsyY2ckzCskW+yVF+jbZ7HJK/QWBu9JrMCUSeDVMkZnjvACgQFj6bHt62Rk9OWZ5yRtTRCfnf3tOSv1+/Uv6aXw+6s91HNpVvQfATYMmOxAMKEfxLHkT98dWVgec/K86fDetHuwJWMKSmTmr4h+by26UKG7/t37Zsy0xFrYYUFjqdONLQ14fLSgR7yynHzt8zXIjvx/a/MBHWpv1RbfBMsH4pudSpozbJRW79uqPa1H9J6medEAXJf/w3ffTq9WeURMQ9STa3LUL1n/umvHzYv2pJlf1ZBwv4n2QMg64Uuhnah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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 293,
       "width": 876
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and just to make sure everything went along as planned, let's plot the security weights over time\n",
    "res.plot_security_weights()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "\n",
    "Modifying a Strategy\n",
    "~~~~~~~~~~~~~~~~~~~~\n",
    "\n",
    "Now what if we ran this strategy weekly and also used some risk parity style approach by using weights that are proportional to the inverse of each asset's volatility? Well, all we have to do is plug in some different algos. See below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 304,
       "width": 879
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create our new strategy\n",
    "s2 = bt.Strategy('s2', [bt.algos.RunWeekly(),\n",
    "                        bt.algos.SelectAll(),\n",
    "                        bt.algos.WeighInvVol(),\n",
    "                        bt.algos.Rebalance()])\n",
    "\n",
    "# now let's test it with the same data set. We will also compare it with our first backtest.\n",
    "test2 = bt.Backtest(s2, data)\n",
    "# we include test here to see the results side-by-side\n",
    "res2 = bt.run(test, test2)\n",
    "\n",
    "res2.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stat                 s1          s2\n",
      "-------------------  ----------  ----------\n",
      "Start                2010-01-03  2010-01-03\n",
      "End                  2022-07-01  2022-07-01\n",
      "Risk-free rate       0.00%       0.00%\n",
      "\n",
      "Total Return         150.73%     69.58%\n",
      "Daily Sharpe         0.90        0.96\n",
      "Daily Sortino        1.35        1.41\n",
      "CAGR                 7.64%       4.32%\n",
      "Max Drawdown         -18.42%     -14.62%\n",
      "Calmar Ratio         0.41        0.30\n",
      "\n",
      "MTD                  0.18%       0.38%\n",
      "3m                   -10.33%     -6.88%\n",
      "6m                   -14.84%     -12.00%\n",
      "YTD                  -14.84%     -12.00%\n",
      "1Y                   -10.15%     -10.03%\n",
      "3Y (ann.)            5.12%       1.84%\n",
      "5Y (ann.)            6.44%       3.35%\n",
      "10Y (ann.)           7.36%       3.76%\n",
      "Since Incep. (ann.)  7.64%       4.32%\n",
      "\n",
      "Daily Sharpe         0.90        0.96\n",
      "Daily Sortino        1.35        1.41\n",
      "Daily Mean (ann.)    7.74%       4.33%\n",
      "Daily Vol (ann.)     8.62%       4.50%\n",
      "Daily Skew           -0.98       -2.21\n",
      "Daily Kurt           16.56       46.12\n",
      "Best Day             4.77%       2.84%\n",
      "Worst Day            -6.63%      -4.66%\n",
      "\n",
      "Monthly Sharpe       1.06        1.13\n",
      "Monthly Sortino      1.91        1.87\n",
      "Monthly Mean (ann.)  7.81%       4.40%\n",
      "Monthly Vol (ann.)   7.36%       3.89%\n",
      "Monthly Skew         -0.39       -1.06\n",
      "Monthly Kurt         1.59        3.92\n",
      "Best Month           7.57%       4.05%\n",
      "Worst Month          -6.44%      -5.04%\n",
      "\n",
      "Yearly Sharpe        0.81        0.65\n",
      "Yearly Sortino       1.75        1.19\n",
      "Yearly Mean          7.48%       4.13%\n",
      "Yearly Vol           9.17%       6.31%\n",
      "Yearly Skew          -1.34       -1.48\n",
      "Yearly Kurt          2.28        3.37\n",
      "Best Year            19.64%      11.71%\n",
      "Worst Year           -14.84%     -12.00%\n",
      "\n",
      "Avg. Drawdown        -0.84%      -0.48%\n",
      "Avg. Drawdown Days   13.23       13.68\n",
      "Avg. Up Month        1.70%       0.90%\n",
      "Avg. Down Month      -1.80%      -0.93%\n",
      "Win Year %           83.33%      83.33%\n",
      "Win 12m %            93.57%      91.43%\n"
     ]
    }
   ],
   "source": [
    "res2.display()"
   ]
  }
 ],
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